{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 应用简化版SMO算法处理小规模数据集\n",
    "\n",
    "#### SMO函数伪代码\n",
    "     创建一个alpha向量并将其初始化为0向量\n",
    "     当迭代次数小于最大迭代次数时（外循环）:\n",
    "     对数据集中的每个数据向量（内循环）:\n",
    "     如果该数据向量可以被优化：\n",
    "         随机选择另外一个数据向量\n",
    "         同时优化这两个向量\n",
    "         如果两个向量都不能被优化，退出内循环\n",
    "     如果所有向量都没有被优化，增加迭代数目，继续下一次循环\n",
    "    \n",
    "### 5-1 SMO算法中的辅助函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "def loadDataSet(fileName):\n",
    "    dataMat = []\n",
    "    labelMat = []\n",
    "    fr = open(fileName)\n",
    "    for line in fr.readlines():\n",
    "        lineArr = line.strip().split('\\t')\n",
    "        dataMat.append([float(lineArr[0]), float(lineArr[1])])\n",
    "        labelMat.append(float(lineArr[2]))\n",
    "    return dataMat,labelMat\n",
    "\n",
    "def selectJrand(i,m):\n",
    "    j=1\n",
    "    while(j == i):\n",
    "        j = int(random.uniform(0,m))\n",
    "    return j\n",
    "\n",
    "def clipAlpha(aj,H,L):\n",
    "    if aj > H:\n",
    "        aj = H\n",
    "    if L > aj:\n",
    "        aj = L\n",
    "    return aj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-1.0, -1.0, 1.0, -1.0, 1.0, 1.0, 1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, 1.0, -1.0, 1.0, 1.0, -1.0, 1.0, -1.0, -1.0, -1.0, 1.0, -1.0, -1.0, 1.0, 1.0, -1.0, -1.0, -1.0, -1.0, 1.0, 1.0, 1.0, 1.0, -1.0, 1.0, -1.0, -1.0, 1.0, -1.0, -1.0, -1.0, -1.0, 1.0, 1.0, 1.0, 1.0, 1.0, -1.0, 1.0, 1.0, -1.0, -1.0, 1.0, 1.0, -1.0, 1.0, -1.0, -1.0, -1.0, -1.0, 1.0, -1.0, 1.0, -1.0, -1.0, 1.0, 1.0, 1.0, -1.0, 1.0, 1.0, -1.0, -1.0, 1.0, -1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, -1.0, -1.0, -1.0, -1.0, 1.0, -1.0, 1.0, 1.0, 1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0]\n"
     ]
    }
   ],
   "source": [
    "dataArr, labelArr = loadDataSet('testSet.txt')\n",
    "print(labelArr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5-2 简化版SMO算法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import *\n",
    "def smoSimple(dataMatIn, classLabels, C, toler,maxIter):\n",
    "    dataMatrix = mat(dataMatIn)   # 把特征集合转化成矩阵形式\n",
    "    labelMat = mat(classLabels).transpose()   # 把类别集合转化成矩阵形式（一维多列）/（多维一列）， 然后在 转置（多维一列）/ （一维多列）\n",
    "    b = 0   # 初始化参数b 为 0\n",
    "    m,n = shape(dataMatrix)  # 取特征矩阵的行（m）， 列（n）\n",
    "    alphas = mat(zeros((m,1)))   # 先建立一个m行1列 的数组初始化为全0， 然后把多维数组 转化为 矩阵   长的很像还不是一回事， 但是可以用  == \n",
    "    iter = 0  # 初始化迭代次数 为 0\n",
    "    while(iter < maxIter):  # 没有到最大迭代次数之前一直执行while语句\n",
    "        alphaParisChanged = 0   # 记录alpha是否已经进行优化，并每次循环时设为 把 alpha 初始化 为 0\n",
    "        for i in range(m):   # 遍历整个集合\n",
    "            fXi = float(multiply(alphas, labelMat).T*(dataMatrix*dataMatrix[i,:].T)) + b  # multiply函数，对应位置相乘，生成矩阵后转置\n",
    "            # 乘以  特征矩阵第i行转置在 后 * 整个矩阵   （  sum(alpha_i * y_i * x_i.T * x) + b  x 指的是特征矩阵， 这里是dataMatrix）\n",
    "            Ei = fXi - float(labelMat[i])  # 误差 = 预测的类别 - 实际类别  （第一个 alpha 的误差）-- alpha[i]\n",
    "            if ((labelMat[i] * Ei < -toler) and (alphas[i] < C)) or (labelMat[i]*Ei > toler) and (alphas[i] > 0):  # 正负间隔都要测试，\n",
    "                # 同时检查alpha， 若alpha不等于0 或 C， 对alpha进行优化\n",
    "                j = selectJrand(i,m)   # 借助辅助函数， 随机选取第二个 alpha的值  （alpha[j]）\n",
    "                fXj = float(multiply(alphas,labelMat).T*(dataMatrix*dataMatrix[j,:].T)) + b  # 计算同上\n",
    "                Ej = fXj - float(labelMat[j])  # 误差 = 预测的类别 - 实际类别  （第二个alpha的误差）-- alpha[j]\n",
    "                alphaIold = alphas[i].copy()  # 返回给定对象的数组副本   这里是  第i个alpha 取它的副本   下次循环就变成  old值\n",
    "                alphaJold = alphas[j].copy()  # 同上\n",
    "                \n",
    "                \n",
    "                if labelMat[i] != labelMat[j]:  # 如果第 i 个 分类标签 和 第 j 个 分类标签不一样\n",
    "                    L = max(0, alphas[j] - alphas[i])  # 用于调整alpha到 0  到  C 之间\n",
    "                    H = min(C, C + alphas[j] - alphas[i])\n",
    "                else:   # 如果第 i 个 分类标签 和 第 j 个 分类标签不一样\n",
    "                    L = max(0, alphas[j] + alphas[i] - C)\n",
    "                    H = min(C, C + alphas[j] + alphas[i] )\n",
    "                if L == H:\n",
    "                    print(\"L==H\")\n",
    "                    continue  # 若 L==H 本次循环结束，直接运行下一次 for 循环\n",
    "                    \n",
    "                    \n",
    "                eta = 2.0*dataMatrix[i,:]*dataMatrix[j,:].T-dataMatrix[i,:]*dataMatrix[i,:].T -dataMatrix[j,:] * dataMatrix[j,:].T #alpha[j]\n",
    "                # 的最优修正量\n",
    "                if eta >= 0:\n",
    "                    print(\"eta >= 0\")\n",
    "                    continue  # 若eta >= 0, 本次循环结束，直接运行下一次 for 循环\n",
    "                    \n",
    "                    \n",
    "                alphas[j] -= labelMat[j]*(Ei - Ej)/eta\n",
    "                alphas[j] = clipAlpha(alphas[j],H,L)  # 调用clipAlpha函数， 改变alpha[j]\n",
    "                if (abs(alphas[j] - alphaJold) < 0.00001):\n",
    "                    print(\"j not moving enough\")\n",
    "                    continue   # 若alpha[j] 改变的程度太小，本次循环结束，直接运行下一次 for 循环\n",
    "                alphas[i] += labelMat[j]*labelMat[i]*(alphaJold - alphas[j])  # 对alpha[j]进行修改， 修改量与j相同， 但方向相反\n",
    "                \n",
    "                # 设置常数项\n",
    "                temp1 = labelMat[j] * (alphas[j] - alphaJold) * dataMatrix[i,:]*dataMatrix[j,:].T \n",
    "                b1 = b - Ei - labelMat[i]*(alphas[i] - alphaIold)*dataMatrix[i,:]*dataMatrix[i,:].T - temp1 \n",
    "                     #labelMat[j] * (alphas[j] - alphaJold) * dataMatrix[i,:]*dataMatrix[j,:].T  \n",
    "                temp2 = labelMat[j] * (alphas[j] - alphaJold) * dataMatrix[j,:]*dataMatrix[j,:].T\n",
    "                b2 = b - Ej - labelMat[i]*(alphas[i] - alphaIold)*dataMatrix[i,:]*dataMatrix[j,:].T - temp2  \n",
    "                     #labelMat[j] * (alphas[j] - alphaJold) * dataMatrix[j,:]*dataMatrix[j,:].T\n",
    "                if 0 < alphas[i] and C > alphas[i]:   # alpha[i] 不在约束条件内    [0, C](这是数学上的集合)\n",
    "                    b = b1   # b 设置 为 b1\n",
    "                elif 0 < alphas[j] and C > alphas[j]:  # alpha[j] 在约束条件内   [0,C]\n",
    "                    b = b2  # b 设置 为 b2\n",
    "                else:  # 其他情况\n",
    "                    b = (b1 + b2)/2.0  # b 设置为 其平均数\n",
    "                alphaParisChanged += 1  #执行到此行， 说明已经成功的改变了 一对 alpha， 增加 alphaPairsChanged\n",
    "                print(\"iter: %d i:%d, pairs changed %d\" %(iter, i, alphaParisChanged))\n",
    "            if alphaParisChanged == 0:  # 如果没有成功的改变了 一对 alpha， 迭代次数加1\n",
    "                iter += 1\n",
    "            else:  # 否则， 迭代次数设置为0\n",
    "                iter = 0\n",
    "            print(\"iteration number: %d\" % iter)  # 输出迭代次数\n",
    "        return b,alphas  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "j not moving enough\n",
      "iter: 0 i:2, pairs changed 1\n",
      "iteration number: 0\n",
      "iter: 0 i:3, pairs changed 2\n",
      "iteration number: 0\n",
      "iter: 0 i:4, pairs changed 3\n",
      "iteration number: 0\n",
      "iter: 0 i:5, pairs changed 4\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iter: 0 i:7, pairs changed 5\n",
      "iteration number: 0\n",
      "iter: 0 i:8, pairs changed 6\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "j not moving enough\n",
      "iteration number: 0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number: 0\n",
      "iter: 0 i:25, pairs changed 7\n",
      "iteration number: 0\n",
      "iter: 0 i:26, pairs changed 8\n",
      "iteration number: 0\n",
      "iter: 0 i:27, pairs changed 9\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "j not moving enough\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iter: 0 i:46, pairs changed 10\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iter: 0 i:52, pairs changed 11\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iter: 0 i:54, pairs changed 12\n",
      "iteration number: 0\n",
      "iter: 0 i:55, pairs changed 13\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iter: 0 i:65, pairs changed 14\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "j not moving enough\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number: 0\n",
      "iteration number: 0\n",
      "b = [[-2.21996165]]\n",
      "alphas = [[0.05311411 0.04678223 0.01536311 0.00333652 0.00720394 0.01782758\n",
      "  0.00421154 0.00376967 0.00798121 0.0050614  0.0050614  0.02014065\n",
      "  0.01024535 0.030386  ]]\n"
     ]
    }
   ],
   "source": [
    "b, alphas = smoSimple(dataArr, labelArr, 0.6, 0.001, 40)\n",
    "print(\"b =\",b)\n",
    "print(\"alphas =\", alphas[alphas > 0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5-3 完整版Platt SMO的支持函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "class optStruct:\n",
    "    def __init__(self,dataMatIn, classLabels, C, toler, kTup):\n",
    "        self.X = dataMatIn\n",
    "        self.labelMat = classLabels\n",
    "        self.C = C\n",
    "        self.tol = toler\n",
    "        self.m = shape(dataMatIn)[0]\n",
    "        self.alphas = mat(zeros((self.m,1)))\n",
    "        self.b = 0\n",
    "        self.eCache = mat(zeros((self.m,2)))\n",
    "        self.K = mat(zeros((self.m,self.m)))\n",
    "        for i in range(self.m):\n",
    "            self.K[:,i] = kernelTrans(self.X, self.X[i,:], kTup)\n",
    "        \n",
    "def calcEk(oS, k):\n",
    "    fXk = float(multiply(oS.alphas,oS.labelMat).T*oS.K[:,k] + oS.b)\n",
    "    Ek = fXk - float(oS.labelMat[k])\n",
    "    return Ek\n",
    "        \n",
    "def selectJ(i, oS, Ei):\n",
    "    maxK = -1; maxDeltaE = 0; Ej = 0\n",
    "    oS.eCache[i] = [1,Ei]\n",
    "    validEcacheList = nonzero(oS.eCache[:,0].A)[0]\n",
    "    if (len(validEcacheList)) > 1:\n",
    "        for k in validEcacheList:\n",
    "            if k == i: continue\n",
    "            Ek = calcEk(oS, k)\n",
    "            deltaE = abs(Ei - Ek)\n",
    "            if (deltaE > maxDeltaE):\n",
    "                maxK = k; maxDeltaE = deltaE; Ej = Ek\n",
    "        return maxK, Ej\n",
    "    else:\n",
    "        j = selectJrand(i, oS.m)\n",
    "        Ej = calcEk(oS, j)\n",
    "    return j, Ej\n",
    "\n",
    "def updateEk(oS, k):\n",
    "    Ek = calcEk(oS, k)\n",
    "    oS.eCache[k] = [1,Ek]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5-4 完整Platt SMO算法中的优化例程"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def innerL(i, oS):\n",
    "    Ei = calcEk(oS, i)\n",
    "    if ((oS.labelMat[i]*Ei < -oS.tol) and (oS.alphas[i] < oS.C)) or ((oS.labelMat[i]*Ei > oS.tol) and (oS.alphas[i] > 0)):\n",
    "        j,Ej = selectJ(i, oS, Ei)\n",
    "        alphaIold = oS.alphas[i].copy(); alphaJold = oS.alphas[j].copy();\n",
    "        if (oS.labelMat[i] != oS.labelMat[j]):\n",
    "            L = max(0, oS.alphas[j] - oS.alphas[i])\n",
    "            H = min(oS.C, oS.C + oS.alphas[j] - oS.alphas[i])\n",
    "        else:\n",
    "            L = max(0, oS.alphas[j] + oS.alphas[i] - oS.C)\n",
    "            H = min(oS.C, oS.alphas[j] + oS.alphas[i])\n",
    "        if L==H:\n",
    "            print(\"L==H\")\n",
    "            return 0\n",
    "        eta = 2.0 * oS.K[i,j] - oS.K[i,i] - oS.K[j,j]\n",
    "        if eta >= 0:\n",
    "            print(\"eta>=0\")\n",
    "            return 0\n",
    "        oS.alphas[j] -= oS.labelMat[j]*(Ei - Ej)/eta\n",
    "        oS.alphas[j] = clipAlpha(oS.alphas[j],H,L)\n",
    "        updateEk(oS, j)\n",
    "        if (abs(oS.alphas[j] - alphaJold) < 0.00001):\n",
    "            print(\"j not moving enough\")\n",
    "            return 0\n",
    "        oS.alphas[i] += oS.labelMat[j]*oS.labelMat[i]*(alphaJold - oS.alphas[j])\n",
    "        updateEk(oS, i)\n",
    "        b1 = oS.b - Ei- oS.labelMat[i]*(oS.alphas[i]-alphaIold)*oS.K[i,i] - oS.labelMat[j]*(oS.alphas[j]-alphaJold)*oS.K[i,j]\n",
    "        b2 = oS.b - Ej- oS.labelMat[i]*(oS.alphas[i]-alphaIold)*oS.K[i,j]- oS.labelMat[j]*(oS.alphas[j]-alphaJold)*oS.K[j,j]\n",
    "        if (0 < oS.alphas[i]) and (oS.C > oS.alphas[i]): oS.b = b1\n",
    "        elif (0 < oS.alphas[j]) and (oS.C > oS.alphas[j]): oS.b = b2\n",
    "        else:\n",
    "            oS.b = (b1 + b2)/2.0\n",
    "        return 1\n",
    "    else: return 0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5-5 完整版Platt SMO的外循环代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def smoP(dataMatIn, classLabels, C, toler, maxIter,kTup=('lin', 0)):\n",
    "    oS = optStruct(mat(dataMatIn),mat(classLabels).transpose(),C,toler, kTup)\n",
    "    iter = 0\n",
    "    entireSet = True; alphaPairsChanged = 0\n",
    "    while (iter < maxIter) and ((alphaPairsChanged > 0) or (entireSet)):\n",
    "        alphaPairsChanged = 0\n",
    "        if entireSet:   #go over all\n",
    "            for i in range(oS.m):        \n",
    "                alphaPairsChanged += innerL(i,oS)\n",
    "                print(\"fullSet, iter: %d i:%d, pairs changed %d\" % (iter,i,alphaPairsChanged))\n",
    "            iter += 1\n",
    "        else:#go over non-bound (railed) alphas\n",
    "            nonBoundIs = nonzero((oS.alphas.A > 0) * (oS.alphas.A < C))[0]\n",
    "            for i in nonBoundIs:\n",
    "                alphaPairsChanged += innerL(i,oS)\n",
    "                print(\"non-bound, iter: %d i:%d, pairs changed %d\" % (iter,i,alphaPairsChanged))\n",
    "            iter += 1\n",
    "        if entireSet: entireSet = False #toggle entire set loop\n",
    "        elif (alphaPairsChanged == 0): entireSet = True  \n",
    "        print(\"iteration number: %d\" % iter)\n",
    "    return oS.b,oS.alphas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5-6核转化函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def kernelTrans(X, A, kTup):\n",
    "    m,n = shape(X)\n",
    "    K = mat(zeros((m,1)))\n",
    "    if kTup[0] == 'lin':\n",
    "        K = X * A.T\n",
    "    elif kTup[0] == 'rbf':\n",
    "        for j in range(m):\n",
    "            deltaRow = X[j,:] - A\n",
    "            K[j] = deltaRow * deltaRow.T\n",
    "        K = exp(K /(-1*kTup[1]**2))\n",
    "    else:\n",
    "        raise NameError('Houston We Have a Problem -- That kernel is not recognized')\n",
    "    return K   \n",
    "        \n",
    "class optStruct:\n",
    "    def __init__(self,dataMatIn, classLabels, C, toler, kTup):\n",
    "        self.X = dataMatIn\n",
    "        self.labelMat = classLabels\n",
    "        self.C = C\n",
    "        self.tol = toler\n",
    "        self.m = shape(dataMatIn)[0]\n",
    "        self.alphas = mat(zeros((self.m, 1)))\n",
    "        self.b = 0\n",
    "        self.eCache = mat(zeros((self.m, 2)))\n",
    "        self.K = mat(zeros((self.m, self.m)))\n",
    "        for i in range(self.m):\n",
    "            self.K[:,i] = kernelTrans(self.X, self.X[i,:], kTup)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5-7 使用核函数需要对innerL（）及calcEk（）函数进行的修改"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def innerLK(i, oS):\n",
    "    Ei = calcEk(oS, i)\n",
    "    if ((oS.labelMat[i]*Ei < -oS.tol) and (oS.alphas[i] < oS.C)) or ((oS.labelMat[i]*Ei > oS.tol) and (oS.alphas[i] > 0)):\n",
    "        j,Ej = selectJ(i, oS, Ei)\n",
    "        alphaIold = oS.alphas[i].copy(); alphaJold = oS.alphas[j].copy();\n",
    "        if (oS.labelMat[i] != oS.labelMat[j]):\n",
    "            L = max(0, oS.alphas[j] - oS.alphas[i])\n",
    "            H = min(oS.C, oS.C + oS.alphas[j] - oS.alphas[i])\n",
    "        else:\n",
    "            L = max(0, oS.alphas[j] + oS.alphas[i] - oS.C)\n",
    "            H = min(oS.C, oS.alphas[j] + oS.alphas[i])\n",
    "        if L==H:\n",
    "            print(\"L==H\")\n",
    "            return 0\n",
    "        eta = 2.0 * oS.X[i,:]*oS.X[j,:].T - oS.X[i,:]*oS.X[i,:].T - oS.X[j,:]*oS.X[j,:].T\n",
    "        if eta >= 0:\n",
    "            print(\"eta>=0\")\n",
    "            return 0\n",
    "        oS.alphas[j] -= oS.labelMat[j]*(Ei - Ej)/eta\n",
    "        oS.alphas[j] = clipAlpha(oS.alphas[j],H,L)\n",
    "        updateEk(oS, j)\n",
    "        if (abs(oS.alphas[j] - alphaJold) < 0.00001): print(\"j not moving enough\"); return 0\n",
    "        oS.alphas[i] += oS.labelMat[j]*oS.labelMat[i]*(alphaJold - oS.alphas[j])\n",
    "        updateEk(oS, i)\n",
    "        b1 = oS.b - Ei- oS.labelMat[i]*(oS.alphas[i]-alphaIold)*oS.X[i,:]*oS.X[i,:].T - oS.labelMat[j]*(oS.alphas[j]-alphaJold)*oS.X[i,:]*oS.X[j,:].T\n",
    "        b2 = oS.b - Ej- oS.labelMat[i]*(oS.alphas[i]-alphaIold)*oS.X[i,:]*oS.X[j,:].T - oS.labelMat[j]*(oS.alphas[j]-alphaJold)*oS.X[j,:]*oS.X[j,:].T\n",
    "        if (0 < oS.alphas[i]) and (oS.C > oS.alphas[i]):\n",
    "            oS.b = b1\n",
    "        elif (0 < oS.alphas[j]) and (oS.C > oS.alphas[j]):\n",
    "            oS.b = b2\n",
    "        else:\n",
    "            oS.b = (b1 + b2)/2.0\n",
    "        return 1\n",
    "    else: return 0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5-9 基于SVM的手写熟悉识别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import *\n",
    "def img2vector(filename):\n",
    "    returnVect = zeros((1,1024))  # 将32x32的图像转化为1x1024的向量\n",
    "\n",
    "    fr = open(filename)\n",
    "    for i in range(32):\n",
    "        lineStr = fr.readline()\n",
    "        for j in range(32):\n",
    "            returnVect[0,32*i+j] = int(lineStr[j])\n",
    "    return returnVect\n",
    "\n",
    "def loadImages(dirName):\n",
    "    from os import listdir\n",
    "    hwLabels = []\n",
    "    trainingFileList = listdir(dirName)\n",
    "    m = len(trainingFileList)\n",
    "    trainingMat = zeros((m,1024))\n",
    "    for i in range(m):\n",
    "        fileNameStr = trainingFileList[i]\n",
    "        fileStr = fileNameStr.split('.')[0]\n",
    "        classNumStr = int(fileStr.split('_')[0])\n",
    "        if classNumStr == 9:\n",
    "            hwLabels.append(-1)\n",
    "        else:\n",
    "            hwLabels.append(1)\n",
    "        trainingMat[i,:] = img2vector('%s/%s' % (dirName, fileNameStr))\n",
    "    return trainingMat, hwLabels\n",
    "\n",
    "def testDigits(kTup=('rbf',10)):\n",
    "    dataArr, labelArr = loadImages('trainingDigits')\n",
    "    b,alphas = smoP(dataArr,labelArr,200,0.0001,1000,kTup)\n",
    "    dataMat=mat(dataArr)\n",
    "    labelMat = mat(labelArr).transpose()\n",
    "    svInd =nonzero(alphas.A>0)[0]\n",
    "    sVs = dataMat[svInd]\n",
    "    labelSV = labelMat[svInd]\n",
    "    print(\"there are %d Suppoer Vector \"% shape(sVs)[0])\n",
    "    m,n = shape(dataMat)\n",
    "    errorCount = 0\n",
    "    for i in range(m):\n",
    "        kernelEval = kernelTrans(sVs,dataMat[i,:],kTup)\n",
    "        predict=kernelEval.T * multiply(labelSV,alphas[svInd]) + b\n",
    "        if sign(predict) != sign(labelArr[i]):\n",
    "            errorCount += 1\n",
    "    print(\"the training eror rate is:%f\"%(float(errorCount)/m))\n",
    "    dataArr,labelArr = loadImages('testDigits')\n",
    "    errorCount = 0\n",
    "    dataMat = mat(dataArr)\n",
    "    labelMat = mat(labelArr).transpose()\n",
    "    m,n = shape(dataMat)\n",
    "    for i in range(m):\n",
    "        kernelEval = kernelTrans(sVs,dataMat[i,:],kTup)\n",
    "        predict=kernelEval.T * multiply(labelSV,alphas[svInd]) + b\n",
    "        if sign(predict) != sign(labelArr[i]):\n",
    "            errorCount += 1\n",
    "    print(\"the test eror rate is:%f\"%(float(errorCount)/m))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 0 i:0, pairs changed 0\n",
      "fullSet, iter: 0 i:1, pairs changed 1\n",
      "fullSet, iter: 0 i:2, pairs changed 2\n",
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      "fullSet, iter: 0 i:13, pairs changed 8\n",
      "fullSet, iter: 0 i:14, pairs changed 9\n",
      "fullSet, iter: 0 i:15, pairs changed 9\n",
      "fullSet, iter: 0 i:16, pairs changed 9\n",
      "fullSet, iter: 0 i:17, pairs changed 10\n",
      "fullSet, iter: 0 i:18, pairs changed 11\n",
      "fullSet, iter: 0 i:19, pairs changed 11\n",
      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
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     ]
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    {
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     "output_type": "stream",
     "text": [
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     ]
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    {
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
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     ]
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     ]
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      "L==H\n",
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      "L==H\n",
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      "fullSet, iter: 0 i:1631, pairs changed 11\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 0 i:1632, pairs changed 11\n",
      "L==H\n",
      "fullSet, iter: 0 i:1633, pairs changed 11\n",
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      "j not moving enough\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "fullSet, iter: 0 i:1801, pairs changed 45\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "fullSet, iter: 0 i:1832, pairs changed 52\n",
      "fullSet, iter: 0 i:1833, pairs changed 53\n",
      "j not moving enough\n",
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      "fullSet, iter: 0 i:1838, pairs changed 54\n",
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      "fullSet, iter: 0 i:1841, pairs changed 55\n",
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      "j not moving enough\n",
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      "fullSet, iter: 0 i:1853, pairs changed 63\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "fullSet, iter: 0 i:1900, pairs changed 79\n",
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      "j not moving enough\n",
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      "fullSet, iter: 0 i:1911, pairs changed 80\n",
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      "fullSet, iter: 0 i:1914, pairs changed 80\n",
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      "fullSet, iter: 0 i:1920, pairs changed 81\n",
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      "fullSet, iter: 0 i:1932, pairs changed 82\n",
      "fullSet, iter: 0 i:1933, pairs changed 83\n",
      "iteration number: 1\n",
      "j not moving enough\n",
      "non-bound, iter: 1 i:2, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 1 i:3, pairs changed 0\n",
      "j not moving enough\n",
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      "non-bound, iter: 1 i:424, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "non-bound, iter: 1 i:485, pairs changed 0\n",
      "j not moving enough\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "non-bound, iter: 2 i:1875, pairs changed 7\n",
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      "iteration number: 3\n",
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      "non-bound, iter: 3 i:1828, pairs changed 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "non-bound, iter: 3 i:1829, pairs changed 1\n",
      "j not moving enough\n",
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      "non-bound, iter: 3 i:1933, pairs changed 1\n",
      "iteration number: 4\n",
      "j not moving enough\n",
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      "non-bound, iter: 4 i:1745, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "non-bound, iter: 4 i:1747, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1748, pairs changed 0\n",
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      "j not moving enough\n",
      "non-bound, iter: 4 i:1841, pairs changed 0\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
      "non-bound, iter: 4 i:1857, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1862, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1863, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1864, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1865, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1866, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1868, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1869, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1873, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1874, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1875, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1878, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1881, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1885, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1894, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1896, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1902, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1920, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1923, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4 i:1933, pairs changed 0\n",
      "iteration number: 5\n",
      "L==H\n",
      "fullSet, iter: 5 i:0, pairs changed 0\n",
      "fullSet, iter: 5 i:1, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:2, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:3, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:4, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:5, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:6, pairs changed 0\n",
      "fullSet, iter: 5 i:7, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:8, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:9, pairs changed 0\n",
      "fullSet, iter: 5 i:10, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:11, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:12, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:13, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:14, pairs changed 0\n",
      "fullSet, iter: 5 i:15, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:16, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:17, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:18, pairs changed 0\n",
      "fullSet, iter: 5 i:19, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:20, pairs changed 0\n",
      "fullSet, iter: 5 i:21, pairs changed 0\n",
      "fullSet, iter: 5 i:22, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:23, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:24, pairs changed 0\n",
      "fullSet, iter: 5 i:25, pairs changed 0\n",
      "fullSet, iter: 5 i:26, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:27, pairs changed 0\n",
      "fullSet, iter: 5 i:28, pairs changed 0\n",
      "fullSet, iter: 5 i:29, pairs changed 0\n",
      "fullSet, iter: 5 i:30, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:31, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:32, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:33, pairs changed 0\n",
      "fullSet, iter: 5 i:34, pairs changed 0\n",
      "fullSet, iter: 5 i:35, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:36, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:37, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:38, pairs changed 0\n",
      "fullSet, iter: 5 i:39, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:40, pairs changed 0\n",
      "fullSet, iter: 5 i:41, pairs changed 0\n",
      "fullSet, iter: 5 i:42, pairs changed 0\n",
      "fullSet, iter: 5 i:43, pairs changed 0\n",
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      "fullSet, iter: 5 i:45, pairs changed 0\n",
      "fullSet, iter: 5 i:46, pairs changed 0\n",
      "fullSet, iter: 5 i:47, pairs changed 0\n",
      "fullSet, iter: 5 i:48, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:49, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:50, pairs changed 0\n",
      "fullSet, iter: 5 i:51, pairs changed 0\n",
      "fullSet, iter: 5 i:52, pairs changed 0\n",
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      "fullSet, iter: 5 i:58, pairs changed 0\n",
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      "fullSet, iter: 5 i:60, pairs changed 0\n",
      "fullSet, iter: 5 i:61, pairs changed 0\n",
      "fullSet, iter: 5 i:62, pairs changed 0\n",
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      "fullSet, iter: 5 i:64, pairs changed 0\n",
      "fullSet, iter: 5 i:65, pairs changed 0\n",
      "fullSet, iter: 5 i:66, pairs changed 0\n",
      "fullSet, iter: 5 i:67, pairs changed 0\n",
      "fullSet, iter: 5 i:68, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:69, pairs changed 0\n",
      "fullSet, iter: 5 i:70, pairs changed 0\n",
      "fullSet, iter: 5 i:71, pairs changed 0\n",
      "fullSet, iter: 5 i:72, pairs changed 0\n",
      "fullSet, iter: 5 i:73, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:74, pairs changed 0\n",
      "fullSet, iter: 5 i:75, pairs changed 0\n",
      "fullSet, iter: 5 i:76, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:77, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:78, pairs changed 0\n",
      "fullSet, iter: 5 i:79, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:80, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:81, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:82, pairs changed 0\n",
      "fullSet, iter: 5 i:83, pairs changed 0\n",
      "fullSet, iter: 5 i:84, pairs changed 0\n",
      "fullSet, iter: 5 i:85, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:86, pairs changed 0\n",
      "fullSet, iter: 5 i:87, pairs changed 0\n",
      "fullSet, iter: 5 i:88, pairs changed 0\n",
      "fullSet, iter: 5 i:89, pairs changed 0\n",
      "fullSet, iter: 5 i:90, pairs changed 0\n",
      "fullSet, iter: 5 i:91, pairs changed 0\n",
      "fullSet, iter: 5 i:92, pairs changed 0\n",
      "fullSet, iter: 5 i:93, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:94, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:95, pairs changed 0\n",
      "fullSet, iter: 5 i:96, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:97, pairs changed 0\n",
      "fullSet, iter: 5 i:98, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:99, pairs changed 0\n",
      "fullSet, iter: 5 i:100, pairs changed 0\n",
      "fullSet, iter: 5 i:101, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:102, pairs changed 0\n",
      "fullSet, iter: 5 i:103, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:104, pairs changed 0\n",
      "fullSet, iter: 5 i:105, pairs changed 0\n",
      "fullSet, iter: 5 i:106, pairs changed 0\n",
      "fullSet, iter: 5 i:107, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:108, pairs changed 0\n",
      "fullSet, iter: 5 i:109, pairs changed 0\n",
      "fullSet, iter: 5 i:110, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 5 i:111, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:112, pairs changed 0\n",
      "fullSet, iter: 5 i:113, pairs changed 0\n",
      "fullSet, iter: 5 i:114, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:115, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:116, pairs changed 0\n",
      "fullSet, iter: 5 i:117, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:118, pairs changed 0\n",
      "fullSet, iter: 5 i:119, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:120, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:121, pairs changed 0\n",
      "fullSet, iter: 5 i:122, pairs changed 0\n",
      "fullSet, iter: 5 i:123, pairs changed 0\n",
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      "fullSet, iter: 5 i:126, pairs changed 0\n",
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      "fullSet, iter: 5 i:130, pairs changed 0\n",
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      "fullSet, iter: 5 i:132, pairs changed 0\n",
      "fullSet, iter: 5 i:133, pairs changed 0\n",
      "fullSet, iter: 5 i:134, pairs changed 0\n",
      "fullSet, iter: 5 i:135, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:136, pairs changed 0\n",
      "fullSet, iter: 5 i:137, pairs changed 0\n",
      "fullSet, iter: 5 i:138, pairs changed 0\n",
      "fullSet, iter: 5 i:139, pairs changed 0\n",
      "fullSet, iter: 5 i:140, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:141, pairs changed 0\n",
      "fullSet, iter: 5 i:142, pairs changed 0\n",
      "fullSet, iter: 5 i:143, pairs changed 0\n",
      "fullSet, iter: 5 i:144, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:145, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:146, pairs changed 0\n",
      "fullSet, iter: 5 i:147, pairs changed 0\n",
      "fullSet, iter: 5 i:148, pairs changed 0\n",
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      "fullSet, iter: 5 i:157, pairs changed 0\n",
      "fullSet, iter: 5 i:158, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:159, pairs changed 0\n",
      "fullSet, iter: 5 i:160, pairs changed 0\n",
      "fullSet, iter: 5 i:161, pairs changed 0\n",
      "fullSet, iter: 5 i:162, pairs changed 0\n",
      "fullSet, iter: 5 i:163, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5 i:166, pairs changed 0\n",
      "fullSet, iter: 5 i:167, pairs changed 0\n",
      "fullSet, iter: 5 i:168, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:169, pairs changed 0\n",
      "fullSet, iter: 5 i:170, pairs changed 0\n",
      "fullSet, iter: 5 i:171, pairs changed 0\n",
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      "fullSet, iter: 5 i:180, pairs changed 0\n",
      "fullSet, iter: 5 i:181, pairs changed 0\n",
      "fullSet, iter: 5 i:182, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:183, pairs changed 0\n",
      "fullSet, iter: 5 i:184, pairs changed 0\n",
      "fullSet, iter: 5 i:185, pairs changed 0\n",
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      "fullSet, iter: 5 i:189, pairs changed 0\n",
      "fullSet, iter: 5 i:190, pairs changed 0\n",
      "fullSet, iter: 5 i:191, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:192, pairs changed 0\n",
      "fullSet, iter: 5 i:193, pairs changed 0\n",
      "fullSet, iter: 5 i:194, pairs changed 0\n",
      "fullSet, iter: 5 i:195, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:196, pairs changed 0\n",
      "fullSet, iter: 5 i:197, pairs changed 0\n",
      "fullSet, iter: 5 i:198, pairs changed 0\n",
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      "fullSet, iter: 5 i:200, pairs changed 0\n",
      "fullSet, iter: 5 i:201, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:202, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:203, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:204, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5 i:206, pairs changed 0\n",
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      "fullSet, iter: 5 i:226, pairs changed 0\n",
      "fullSet, iter: 5 i:227, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5 i:230, pairs changed 0\n",
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      "fullSet, iter: 5 i:234, pairs changed 0\n",
      "fullSet, iter: 5 i:235, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5 i:237, pairs changed 0\n",
      "fullSet, iter: 5 i:238, pairs changed 0\n",
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      "fullSet, iter: 5 i:252, pairs changed 0\n",
      "fullSet, iter: 5 i:253, pairs changed 0\n",
      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "fullSet, iter: 5 i:266, pairs changed 0\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "fullSet, iter: 5 i:285, pairs changed 0\n",
      "fullSet, iter: 5 i:286, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5 i:288, pairs changed 0\n",
      "fullSet, iter: 5 i:289, pairs changed 0\n",
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      "L==H\n",
      "fullSet, iter: 5 i:300, pairs changed 0\n",
      "fullSet, iter: 5 i:301, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:302, pairs changed 0\n",
      "fullSet, iter: 5 i:303, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:304, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:305, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:306, pairs changed 0\n",
      "fullSet, iter: 5 i:307, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:308, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:309, pairs changed 0\n",
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      "fullSet, iter: 5 i:312, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 5 i:313, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:314, pairs changed 0\n",
      "fullSet, iter: 5 i:315, pairs changed 0\n",
      "fullSet, iter: 5 i:316, pairs changed 0\n",
      "fullSet, iter: 5 i:317, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:318, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:319, pairs changed 0\n",
      "fullSet, iter: 5 i:320, pairs changed 0\n",
      "fullSet, iter: 5 i:321, pairs changed 0\n",
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      "fullSet, iter: 5 i:335, pairs changed 0\n",
      "fullSet, iter: 5 i:336, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:337, pairs changed 0\n",
      "fullSet, iter: 5 i:338, pairs changed 0\n",
      "fullSet, iter: 5 i:339, pairs changed 0\n",
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      "j not moving enough\n",
      "fullSet, iter: 5 i:342, pairs changed 0\n",
      "fullSet, iter: 5 i:343, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5 i:359, pairs changed 0\n",
      "fullSet, iter: 5 i:360, pairs changed 0\n",
      "L==H\n",
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      "L==H\n",
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      "fullSet, iter: 5 i:363, pairs changed 0\n",
      "fullSet, iter: 5 i:364, pairs changed 0\n",
      "L==H\n",
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      "L==H\n",
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      "fullSet, iter: 5 i:367, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5 i:372, pairs changed 0\n",
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      "L==H\n",
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      "L==H\n",
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      "fullSet, iter: 5 i:379, pairs changed 0\n",
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      "L==H\n",
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      "fullSet, iter: 5 i:382, pairs changed 0\n",
      "fullSet, iter: 5 i:383, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:384, pairs changed 0\n",
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      "fullSet, iter: 5 i:386, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5 i:408, pairs changed 0\n",
      "fullSet, iter: 5 i:409, pairs changed 0\n",
      "fullSet, iter: 5 i:410, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:411, pairs changed 0\n",
      "fullSet, iter: 5 i:412, pairs changed 0\n",
      "fullSet, iter: 5 i:413, pairs changed 0\n",
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      "fullSet, iter: 5 i:417, pairs changed 0\n",
      "fullSet, iter: 5 i:418, pairs changed 0\n",
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      "fullSet, iter: 5 i:420, pairs changed 0\n",
      "fullSet, iter: 5 i:421, pairs changed 0\n",
      "fullSet, iter: 5 i:422, pairs changed 0\n",
      "fullSet, iter: 5 i:423, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:424, pairs changed 0\n",
      "fullSet, iter: 5 i:425, pairs changed 0\n",
      "fullSet, iter: 5 i:426, pairs changed 0\n",
      "fullSet, iter: 5 i:427, pairs changed 0\n",
      "fullSet, iter: 5 i:428, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:429, pairs changed 0\n",
      "fullSet, iter: 5 i:430, pairs changed 0\n",
      "fullSet, iter: 5 i:431, pairs changed 0\n",
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      "fullSet, iter: 5 i:435, pairs changed 0\n",
      "fullSet, iter: 5 i:436, pairs changed 0\n",
      "fullSet, iter: 5 i:437, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:438, pairs changed 0\n",
      "fullSet, iter: 5 i:439, pairs changed 0\n",
      "fullSet, iter: 5 i:440, pairs changed 0\n",
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      "fullSet, iter: 5 i:455, pairs changed 0\n",
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      "fullSet, iter: 5 i:475, pairs changed 0\n",
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      "fullSet, iter: 5 i:477, pairs changed 0\n",
      "fullSet, iter: 5 i:478, pairs changed 0\n",
      "fullSet, iter: 5 i:479, pairs changed 0\n",
      "fullSet, iter: 5 i:480, pairs changed 0\n",
      "fullSet, iter: 5 i:481, pairs changed 0\n",
      "fullSet, iter: 5 i:482, pairs changed 0\n",
      "fullSet, iter: 5 i:483, pairs changed 0\n",
      "fullSet, iter: 5 i:484, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:485, pairs changed 0\n",
      "fullSet, iter: 5 i:486, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:487, pairs changed 0\n",
      "fullSet, iter: 5 i:488, pairs changed 0\n",
      "fullSet, iter: 5 i:489, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:490, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:491, pairs changed 0\n",
      "fullSet, iter: 5 i:492, pairs changed 0\n",
      "fullSet, iter: 5 i:493, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:494, pairs changed 0\n",
      "fullSet, iter: 5 i:495, pairs changed 0\n",
      "fullSet, iter: 5 i:496, pairs changed 0\n",
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      "fullSet, iter: 5 i:545, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 5 i:546, pairs changed 0\n",
      "fullSet, iter: 5 i:547, pairs changed 0\n",
      "fullSet, iter: 5 i:548, pairs changed 0\n",
      "fullSet, iter: 5 i:549, pairs changed 0\n",
      "fullSet, iter: 5 i:550, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:551, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:552, pairs changed 0\n",
      "fullSet, iter: 5 i:553, pairs changed 0\n",
      "fullSet, iter: 5 i:554, pairs changed 0\n",
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      "fullSet, iter: 5 i:582, pairs changed 0\n",
      "fullSet, iter: 5 i:583, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:584, pairs changed 0\n",
      "fullSet, iter: 5 i:585, pairs changed 0\n",
      "fullSet, iter: 5 i:586, pairs changed 0\n",
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      "fullSet, iter: 5 i:591, pairs changed 0\n",
      "fullSet, iter: 5 i:592, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:593, pairs changed 0\n",
      "fullSet, iter: 5 i:594, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:595, pairs changed 0\n",
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      "fullSet, iter: 5 i:597, pairs changed 0\n",
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      "fullSet, iter: 5 i:599, pairs changed 0\n",
      "fullSet, iter: 5 i:600, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:601, pairs changed 0\n",
      "fullSet, iter: 5 i:602, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:603, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:604, pairs changed 0\n",
      "fullSet, iter: 5 i:605, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:606, pairs changed 0\n",
      "fullSet, iter: 5 i:607, pairs changed 0\n",
      "fullSet, iter: 5 i:608, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:609, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:610, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:611, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:612, pairs changed 0\n",
      "fullSet, iter: 5 i:613, pairs changed 0\n",
      "fullSet, iter: 5 i:614, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:615, pairs changed 0\n",
      "fullSet, iter: 5 i:616, pairs changed 0\n",
      "fullSet, iter: 5 i:617, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:618, pairs changed 0\n",
      "fullSet, iter: 5 i:619, pairs changed 0\n",
      "fullSet, iter: 5 i:620, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:621, pairs changed 0\n",
      "fullSet, iter: 5 i:622, pairs changed 0\n",
      "fullSet, iter: 5 i:623, pairs changed 0\n",
      "fullSet, iter: 5 i:624, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:625, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:626, pairs changed 0\n",
      "fullSet, iter: 5 i:627, pairs changed 0\n",
      "fullSet, iter: 5 i:628, pairs changed 0\n",
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      "fullSet, iter: 5 i:640, pairs changed 0\n",
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      "fullSet, iter: 5 i:642, pairs changed 0\n",
      "fullSet, iter: 5 i:643, pairs changed 0\n",
      "fullSet, iter: 5 i:644, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:645, pairs changed 0\n",
      "fullSet, iter: 5 i:646, pairs changed 0\n",
      "fullSet, iter: 5 i:647, pairs changed 0\n",
      "fullSet, iter: 5 i:648, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:649, pairs changed 0\n",
      "fullSet, iter: 5 i:650, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:651, pairs changed 0\n",
      "fullSet, iter: 5 i:652, pairs changed 0\n",
      "fullSet, iter: 5 i:653, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 5 i:655, pairs changed 0\n",
      "fullSet, iter: 5 i:656, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:657, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:658, pairs changed 0\n",
      "fullSet, iter: 5 i:659, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:660, pairs changed 0\n",
      "fullSet, iter: 5 i:661, pairs changed 0\n",
      "fullSet, iter: 5 i:662, pairs changed 0\n",
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      "fullSet, iter: 5 i:670, pairs changed 0\n",
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      "fullSet, iter: 5 i:679, pairs changed 0\n",
      "fullSet, iter: 5 i:680, pairs changed 0\n",
      "fullSet, iter: 5 i:681, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:682, pairs changed 0\n",
      "fullSet, iter: 5 i:683, pairs changed 0\n",
      "fullSet, iter: 5 i:684, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:685, pairs changed 0\n",
      "fullSet, iter: 5 i:686, pairs changed 0\n",
      "fullSet, iter: 5 i:687, pairs changed 0\n",
      "fullSet, iter: 5 i:688, pairs changed 0\n",
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      "fullSet, iter: 5 i:690, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:691, pairs changed 0\n",
      "fullSet, iter: 5 i:692, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:693, pairs changed 0\n",
      "fullSet, iter: 5 i:694, pairs changed 0\n",
      "fullSet, iter: 5 i:695, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:696, pairs changed 0\n",
      "fullSet, iter: 5 i:697, pairs changed 0\n",
      "fullSet, iter: 5 i:698, pairs changed 0\n",
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      "fullSet, iter: 5 i:703, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:704, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:705, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:706, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:707, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:708, pairs changed 0\n",
      "fullSet, iter: 5 i:709, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:710, pairs changed 0\n",
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      "fullSet, iter: 5 i:712, pairs changed 0\n",
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      "fullSet, iter: 5 i:718, pairs changed 0\n",
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      "fullSet, iter: 5 i:720, pairs changed 0\n",
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      "fullSet, iter: 5 i:722, pairs changed 0\n",
      "fullSet, iter: 5 i:723, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:724, pairs changed 0\n",
      "fullSet, iter: 5 i:725, pairs changed 0\n",
      "fullSet, iter: 5 i:726, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:727, pairs changed 0\n",
      "fullSet, iter: 5 i:728, pairs changed 0\n",
      "fullSet, iter: 5 i:729, pairs changed 0\n",
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      "fullSet, iter: 5 i:733, pairs changed 0\n",
      "fullSet, iter: 5 i:734, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:735, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:736, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:737, pairs changed 0\n",
      "fullSet, iter: 5 i:738, pairs changed 0\n",
      "fullSet, iter: 5 i:739, pairs changed 0\n",
      "fullSet, iter: 5 i:740, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:741, pairs changed 0\n",
      "fullSet, iter: 5 i:742, pairs changed 0\n",
      "fullSet, iter: 5 i:743, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "fullSet, iter: 5 i:744, pairs changed 0\n",
      "fullSet, iter: 5 i:745, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:746, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:747, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:748, pairs changed 0\n",
      "fullSet, iter: 5 i:749, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:750, pairs changed 0\n",
      "fullSet, iter: 5 i:751, pairs changed 0\n",
      "fullSet, iter: 5 i:752, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:753, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:754, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:755, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:756, pairs changed 0\n",
      "fullSet, iter: 5 i:757, pairs changed 0\n",
      "fullSet, iter: 5 i:758, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:759, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:760, pairs changed 0\n",
      "fullSet, iter: 5 i:761, pairs changed 0\n",
      "fullSet, iter: 5 i:762, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:763, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:764, pairs changed 0\n",
      "fullSet, iter: 5 i:765, pairs changed 0\n",
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      "fullSet, iter: 5 i:774, pairs changed 0\n",
      "fullSet, iter: 5 i:775, pairs changed 0\n",
      "fullSet, iter: 5 i:776, pairs changed 0\n",
      "fullSet, iter: 5 i:777, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:778, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:779, pairs changed 0\n",
      "fullSet, iter: 5 i:780, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:781, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:782, pairs changed 0\n",
      "fullSet, iter: 5 i:783, pairs changed 0\n",
      "fullSet, iter: 5 i:784, pairs changed 0\n",
      "fullSet, iter: 5 i:785, pairs changed 0\n",
      "fullSet, iter: 5 i:786, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:787, pairs changed 0\n",
      "fullSet, iter: 5 i:788, pairs changed 0\n",
      "fullSet, iter: 5 i:789, pairs changed 0\n",
      "fullSet, iter: 5 i:790, pairs changed 0\n",
      "fullSet, iter: 5 i:791, pairs changed 0\n",
      "fullSet, iter: 5 i:792, pairs changed 0\n",
      "fullSet, iter: 5 i:793, pairs changed 0\n",
      "fullSet, iter: 5 i:794, pairs changed 0\n",
      "fullSet, iter: 5 i:795, pairs changed 0\n",
      "fullSet, iter: 5 i:796, pairs changed 0\n",
      "fullSet, iter: 5 i:797, pairs changed 0\n",
      "fullSet, iter: 5 i:798, pairs changed 0\n",
      "fullSet, iter: 5 i:799, pairs changed 0\n",
      "fullSet, iter: 5 i:800, pairs changed 0\n",
      "fullSet, iter: 5 i:801, pairs changed 0\n",
      "fullSet, iter: 5 i:802, pairs changed 0\n",
      "fullSet, iter: 5 i:803, pairs changed 0\n",
      "fullSet, iter: 5 i:804, pairs changed 0\n",
      "fullSet, iter: 5 i:805, pairs changed 0\n",
      "fullSet, iter: 5 i:806, pairs changed 0\n",
      "fullSet, iter: 5 i:807, pairs changed 0\n",
      "fullSet, iter: 5 i:808, pairs changed 0\n",
      "fullSet, iter: 5 i:809, pairs changed 0\n",
      "fullSet, iter: 5 i:810, pairs changed 0\n",
      "fullSet, iter: 5 i:811, pairs changed 0\n",
      "fullSet, iter: 5 i:812, pairs changed 0\n",
      "fullSet, iter: 5 i:813, pairs changed 0\n",
      "fullSet, iter: 5 i:814, pairs changed 0\n",
      "fullSet, iter: 5 i:815, pairs changed 0\n",
      "fullSet, iter: 5 i:816, pairs changed 0\n",
      "fullSet, iter: 5 i:817, pairs changed 0\n",
      "fullSet, iter: 5 i:818, pairs changed 0\n",
      "fullSet, iter: 5 i:819, pairs changed 0\n",
      "fullSet, iter: 5 i:820, pairs changed 0\n",
      "fullSet, iter: 5 i:821, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:822, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:823, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:824, pairs changed 0\n",
      "fullSet, iter: 5 i:825, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:826, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:827, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:828, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:829, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:830, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:831, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:832, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:833, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:834, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:835, pairs changed 0\n",
      "fullSet, iter: 5 i:836, pairs changed 0\n",
      "fullSet, iter: 5 i:837, pairs changed 0\n",
      "fullSet, iter: 5 i:838, pairs changed 0\n",
      "fullSet, iter: 5 i:839, pairs changed 0\n",
      "fullSet, iter: 5 i:840, pairs changed 0\n",
      "fullSet, iter: 5 i:841, pairs changed 0\n",
      "fullSet, iter: 5 i:842, pairs changed 0\n",
      "fullSet, iter: 5 i:843, pairs changed 0\n",
      "fullSet, iter: 5 i:844, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:845, pairs changed 0\n",
      "fullSet, iter: 5 i:846, pairs changed 0\n",
      "fullSet, iter: 5 i:847, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:848, pairs changed 0\n",
      "fullSet, iter: 5 i:849, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:850, pairs changed 0\n",
      "fullSet, iter: 5 i:851, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:852, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:853, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:854, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:855, pairs changed 0\n",
      "fullSet, iter: 5 i:856, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:857, pairs changed 0\n",
      "fullSet, iter: 5 i:858, pairs changed 0\n",
      "fullSet, iter: 5 i:859, pairs changed 0\n",
      "fullSet, iter: 5 i:860, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:861, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:862, pairs changed 0\n",
      "fullSet, iter: 5 i:863, pairs changed 0\n",
      "fullSet, iter: 5 i:864, pairs changed 0\n",
      "fullSet, iter: 5 i:865, pairs changed 0\n",
      "fullSet, iter: 5 i:866, pairs changed 0\n",
      "fullSet, iter: 5 i:867, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:868, pairs changed 0\n",
      "fullSet, iter: 5 i:869, pairs changed 0\n",
      "fullSet, iter: 5 i:870, pairs changed 0\n",
      "fullSet, iter: 5 i:871, pairs changed 0\n",
      "fullSet, iter: 5 i:872, pairs changed 0\n",
      "fullSet, iter: 5 i:873, pairs changed 0\n",
      "fullSet, iter: 5 i:874, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:875, pairs changed 0\n",
      "fullSet, iter: 5 i:876, pairs changed 0\n",
      "fullSet, iter: 5 i:877, pairs changed 0\n",
      "fullSet, iter: 5 i:878, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:879, pairs changed 0\n",
      "fullSet, iter: 5 i:880, pairs changed 0\n",
      "fullSet, iter: 5 i:881, pairs changed 0\n",
      "fullSet, iter: 5 i:882, pairs changed 0\n",
      "fullSet, iter: 5 i:883, pairs changed 0\n",
      "fullSet, iter: 5 i:884, pairs changed 0\n",
      "fullSet, iter: 5 i:885, pairs changed 0\n",
      "fullSet, iter: 5 i:886, pairs changed 0\n",
      "fullSet, iter: 5 i:887, pairs changed 0\n",
      "fullSet, iter: 5 i:888, pairs changed 0\n",
      "fullSet, iter: 5 i:889, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:890, pairs changed 0\n",
      "fullSet, iter: 5 i:891, pairs changed 0\n",
      "fullSet, iter: 5 i:892, pairs changed 0\n",
      "fullSet, iter: 5 i:893, pairs changed 0\n",
      "fullSet, iter: 5 i:894, pairs changed 0\n",
      "fullSet, iter: 5 i:895, pairs changed 0\n",
      "fullSet, iter: 5 i:896, pairs changed 0\n",
      "fullSet, iter: 5 i:897, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:898, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:899, pairs changed 0\n",
      "fullSet, iter: 5 i:900, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:901, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:902, pairs changed 0\n",
      "fullSet, iter: 5 i:903, pairs changed 0\n",
      "fullSet, iter: 5 i:904, pairs changed 0\n",
      "fullSet, iter: 5 i:905, pairs changed 0\n",
      "fullSet, iter: 5 i:906, pairs changed 0\n",
      "fullSet, iter: 5 i:907, pairs changed 0\n",
      "fullSet, iter: 5 i:908, pairs changed 0\n",
      "fullSet, iter: 5 i:909, pairs changed 0\n",
      "fullSet, iter: 5 i:910, pairs changed 0\n",
      "fullSet, iter: 5 i:911, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:912, pairs changed 0\n",
      "fullSet, iter: 5 i:913, pairs changed 0\n",
      "fullSet, iter: 5 i:914, pairs changed 0\n",
      "fullSet, iter: 5 i:915, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:916, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:917, pairs changed 0\n",
      "fullSet, iter: 5 i:918, pairs changed 0\n",
      "fullSet, iter: 5 i:919, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:920, pairs changed 0\n",
      "fullSet, iter: 5 i:921, pairs changed 0\n",
      "fullSet, iter: 5 i:922, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:923, pairs changed 0\n",
      "fullSet, iter: 5 i:924, pairs changed 0\n",
      "fullSet, iter: 5 i:925, pairs changed 0\n",
      "fullSet, iter: 5 i:926, pairs changed 0\n",
      "fullSet, iter: 5 i:927, pairs changed 0\n",
      "fullSet, iter: 5 i:928, pairs changed 0\n",
      "fullSet, iter: 5 i:929, pairs changed 0\n",
      "fullSet, iter: 5 i:930, pairs changed 0\n",
      "fullSet, iter: 5 i:931, pairs changed 0\n",
      "fullSet, iter: 5 i:932, pairs changed 0\n",
      "fullSet, iter: 5 i:933, pairs changed 0\n",
      "fullSet, iter: 5 i:934, pairs changed 0\n",
      "fullSet, iter: 5 i:935, pairs changed 0\n",
      "fullSet, iter: 5 i:936, pairs changed 0\n",
      "fullSet, iter: 5 i:937, pairs changed 0\n",
      "fullSet, iter: 5 i:938, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:939, pairs changed 0\n",
      "fullSet, iter: 5 i:940, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 5 i:941, pairs changed 0\n",
      "fullSet, iter: 5 i:942, pairs changed 0\n",
      "fullSet, iter: 5 i:943, pairs changed 0\n",
      "fullSet, iter: 5 i:944, pairs changed 0\n",
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      "fullSet, iter: 5 i:946, pairs changed 0\n",
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      "fullSet, iter: 5 i:949, pairs changed 0\n",
      "fullSet, iter: 5 i:950, pairs changed 0\n",
      "fullSet, iter: 5 i:951, pairs changed 0\n",
      "fullSet, iter: 5 i:952, pairs changed 0\n",
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      "fullSet, iter: 5 i:954, pairs changed 0\n",
      "fullSet, iter: 5 i:955, pairs changed 0\n",
      "fullSet, iter: 5 i:956, pairs changed 0\n",
      "fullSet, iter: 5 i:957, pairs changed 0\n",
      "fullSet, iter: 5 i:958, pairs changed 0\n",
      "fullSet, iter: 5 i:959, pairs changed 0\n",
      "fullSet, iter: 5 i:960, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:961, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:962, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:963, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:964, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:965, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:966, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:967, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:968, pairs changed 0\n",
      "fullSet, iter: 5 i:969, pairs changed 0\n",
      "fullSet, iter: 5 i:970, pairs changed 0\n",
      "fullSet, iter: 5 i:971, pairs changed 0\n",
      "fullSet, iter: 5 i:972, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:973, pairs changed 0\n",
      "fullSet, iter: 5 i:974, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:975, pairs changed 0\n",
      "fullSet, iter: 5 i:976, pairs changed 0\n",
      "fullSet, iter: 5 i:977, pairs changed 0\n",
      "fullSet, iter: 5 i:978, pairs changed 0\n",
      "fullSet, iter: 5 i:979, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:980, pairs changed 0\n",
      "fullSet, iter: 5 i:981, pairs changed 0\n",
      "fullSet, iter: 5 i:982, pairs changed 0\n",
      "fullSet, iter: 5 i:983, pairs changed 0\n",
      "fullSet, iter: 5 i:984, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:985, pairs changed 0\n",
      "fullSet, iter: 5 i:986, pairs changed 0\n",
      "fullSet, iter: 5 i:987, pairs changed 0\n",
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      "fullSet, iter: 5 i:989, pairs changed 0\n",
      "fullSet, iter: 5 i:990, pairs changed 0\n",
      "fullSet, iter: 5 i:991, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:992, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:993, pairs changed 0\n",
      "fullSet, iter: 5 i:994, pairs changed 0\n",
      "fullSet, iter: 5 i:995, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:996, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:997, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:998, pairs changed 0\n",
      "fullSet, iter: 5 i:999, pairs changed 0\n",
      "fullSet, iter: 5 i:1000, pairs changed 0\n",
      "fullSet, iter: 5 i:1001, pairs changed 0\n",
      "fullSet, iter: 5 i:1002, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1003, pairs changed 0\n",
      "fullSet, iter: 5 i:1004, pairs changed 0\n",
      "fullSet, iter: 5 i:1005, pairs changed 0\n",
      "fullSet, iter: 5 i:1006, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1007, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1008, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1009, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1010, pairs changed 0\n",
      "fullSet, iter: 5 i:1011, pairs changed 0\n",
      "fullSet, iter: 5 i:1012, pairs changed 0\n",
      "fullSet, iter: 5 i:1013, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1014, pairs changed 0\n",
      "fullSet, iter: 5 i:1015, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1016, pairs changed 0\n",
      "fullSet, iter: 5 i:1017, pairs changed 0\n",
      "fullSet, iter: 5 i:1018, pairs changed 0\n",
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      "fullSet, iter: 5 i:1022, pairs changed 0\n",
      "fullSet, iter: 5 i:1023, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1024, pairs changed 0\n",
      "fullSet, iter: 5 i:1025, pairs changed 0\n",
      "fullSet, iter: 5 i:1026, pairs changed 0\n",
      "fullSet, iter: 5 i:1027, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1028, pairs changed 0\n",
      "fullSet, iter: 5 i:1029, pairs changed 0\n",
      "fullSet, iter: 5 i:1030, pairs changed 0\n",
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      "fullSet, iter: 5 i:1035, pairs changed 0\n",
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      "fullSet, iter: 5 i:1040, pairs changed 0\n",
      "fullSet, iter: 5 i:1041, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1042, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1043, pairs changed 0\n",
      "fullSet, iter: 5 i:1044, pairs changed 0\n",
      "fullSet, iter: 5 i:1045, pairs changed 0\n",
      "fullSet, iter: 5 i:1046, pairs changed 0\n",
      "fullSet, iter: 5 i:1047, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1048, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1049, pairs changed 0\n",
      "fullSet, iter: 5 i:1050, pairs changed 0\n",
      "fullSet, iter: 5 i:1051, pairs changed 0\n",
      "fullSet, iter: 5 i:1052, pairs changed 0\n",
      "fullSet, iter: 5 i:1053, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1054, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1055, pairs changed 0\n",
      "fullSet, iter: 5 i:1056, pairs changed 0\n",
      "fullSet, iter: 5 i:1057, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1058, pairs changed 0\n",
      "fullSet, iter: 5 i:1059, pairs changed 0\n",
      "fullSet, iter: 5 i:1060, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1061, pairs changed 0\n",
      "fullSet, iter: 5 i:1062, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1063, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1064, pairs changed 0\n",
      "fullSet, iter: 5 i:1065, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1066, pairs changed 0\n",
      "fullSet, iter: 5 i:1067, pairs changed 0\n",
      "fullSet, iter: 5 i:1068, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5 i:1082, pairs changed 0\n",
      "fullSet, iter: 5 i:1083, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1084, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1085, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 5 i:1087, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1088, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1089, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1090, pairs changed 0\n",
      "fullSet, iter: 5 i:1091, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5 i:1093, pairs changed 0\n",
      "fullSet, iter: 5 i:1094, pairs changed 0\n",
      "fullSet, iter: 5 i:1095, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1096, pairs changed 0\n",
      "fullSet, iter: 5 i:1097, pairs changed 0\n",
      "fullSet, iter: 5 i:1098, pairs changed 0\n",
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      "fullSet, iter: 5 i:1100, pairs changed 0\n",
      "fullSet, iter: 5 i:1101, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1102, pairs changed 0\n",
      "fullSet, iter: 5 i:1103, pairs changed 0\n",
      "fullSet, iter: 5 i:1104, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1105, pairs changed 0\n",
      "fullSet, iter: 5 i:1106, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1107, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1108, pairs changed 0\n",
      "fullSet, iter: 5 i:1109, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1110, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1111, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5 i:1113, pairs changed 0\n",
      "fullSet, iter: 5 i:1114, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1115, pairs changed 0\n",
      "fullSet, iter: 5 i:1116, pairs changed 0\n",
      "fullSet, iter: 5 i:1117, pairs changed 0\n",
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      "fullSet, iter: 5 i:1119, pairs changed 0\n",
      "fullSet, iter: 5 i:1120, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1121, pairs changed 0\n",
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      "fullSet, iter: 5 i:1123, pairs changed 0\n",
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      "L==H\n",
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      "fullSet, iter: 5 i:1126, pairs changed 0\n",
      "fullSet, iter: 5 i:1127, pairs changed 0\n",
      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 5 i:1350, pairs changed 0\n",
      "fullSet, iter: 5 i:1351, pairs changed 0\n",
      "fullSet, iter: 5 i:1352, pairs changed 0\n",
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      "L==H\n",
      "fullSet, iter: 5 i:1354, pairs changed 0\n",
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      "fullSet, iter: 5 i:1356, pairs changed 0\n",
      "fullSet, iter: 5 i:1357, pairs changed 0\n",
      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "fullSet, iter: 5 i:1369, pairs changed 0\n",
      "L==H\n",
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      "L==H\n",
      "fullSet, iter: 5 i:1372, pairs changed 0\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "fullSet, iter: 5 i:1389, pairs changed 0\n",
      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "fullSet, iter: 5 i:1429, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5 i:1436, pairs changed 0\n",
      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
      "fullSet, iter: 5 i:1477, pairs changed 0\n",
      "fullSet, iter: 5 i:1478, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1479, pairs changed 0\n",
      "fullSet, iter: 5 i:1480, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1481, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1482, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1483, pairs changed 0\n",
      "fullSet, iter: 5 i:1484, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1485, pairs changed 0\n",
      "fullSet, iter: 5 i:1486, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1487, pairs changed 0\n",
      "fullSet, iter: 5 i:1488, pairs changed 0\n",
      "fullSet, iter: 5 i:1489, pairs changed 0\n",
      "fullSet, iter: 5 i:1490, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1491, pairs changed 0\n",
      "fullSet, iter: 5 i:1492, pairs changed 0\n",
      "fullSet, iter: 5 i:1493, pairs changed 0\n",
      "fullSet, iter: 5 i:1494, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1495, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1496, pairs changed 0\n",
      "fullSet, iter: 5 i:1497, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1498, pairs changed 0\n",
      "fullSet, iter: 5 i:1499, pairs changed 0\n",
      "fullSet, iter: 5 i:1500, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1501, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1502, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1503, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1504, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1505, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1506, pairs changed 0\n",
      "fullSet, iter: 5 i:1507, pairs changed 0\n",
      "fullSet, iter: 5 i:1508, pairs changed 0\n",
      "fullSet, iter: 5 i:1509, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1510, pairs changed 0\n",
      "fullSet, iter: 5 i:1511, pairs changed 0\n",
      "fullSet, iter: 5 i:1512, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1513, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1514, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1515, pairs changed 0\n",
      "fullSet, iter: 5 i:1516, pairs changed 0\n",
      "fullSet, iter: 5 i:1517, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1518, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1519, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1520, pairs changed 0\n",
      "fullSet, iter: 5 i:1521, pairs changed 0\n",
      "fullSet, iter: 5 i:1522, pairs changed 0\n",
      "fullSet, iter: 5 i:1523, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1524, pairs changed 0\n",
      "fullSet, iter: 5 i:1525, pairs changed 0\n",
      "fullSet, iter: 5 i:1526, pairs changed 0\n",
      "fullSet, iter: 5 i:1527, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1528, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1529, pairs changed 0\n",
      "fullSet, iter: 5 i:1530, pairs changed 0\n",
      "fullSet, iter: 5 i:1531, pairs changed 0\n",
      "fullSet, iter: 5 i:1532, pairs changed 0\n",
      "fullSet, iter: 5 i:1533, pairs changed 0\n",
      "fullSet, iter: 5 i:1534, pairs changed 0\n",
      "fullSet, iter: 5 i:1535, pairs changed 0\n",
      "fullSet, iter: 5 i:1536, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1537, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "fullSet, iter: 5 i:1538, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1539, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1540, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1541, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1542, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1543, pairs changed 0\n",
      "fullSet, iter: 5 i:1544, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1545, pairs changed 0\n",
      "fullSet, iter: 5 i:1546, pairs changed 0\n",
      "fullSet, iter: 5 i:1547, pairs changed 0\n",
      "fullSet, iter: 5 i:1548, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1549, pairs changed 0\n",
      "fullSet, iter: 5 i:1550, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1551, pairs changed 0\n",
      "fullSet, iter: 5 i:1552, pairs changed 0\n",
      "fullSet, iter: 5 i:1553, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1554, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1555, pairs changed 0\n",
      "fullSet, iter: 5 i:1556, pairs changed 0\n",
      "fullSet, iter: 5 i:1557, pairs changed 0\n",
      "fullSet, iter: 5 i:1558, pairs changed 0\n",
      "fullSet, iter: 5 i:1559, pairs changed 0\n",
      "fullSet, iter: 5 i:1560, pairs changed 0\n",
      "fullSet, iter: 5 i:1561, pairs changed 0\n",
      "fullSet, iter: 5 i:1562, pairs changed 0\n",
      "fullSet, iter: 5 i:1563, pairs changed 0\n",
      "fullSet, iter: 5 i:1564, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1565, pairs changed 0\n",
      "fullSet, iter: 5 i:1566, pairs changed 0\n",
      "fullSet, iter: 5 i:1567, pairs changed 0\n",
      "fullSet, iter: 5 i:1568, pairs changed 0\n",
      "fullSet, iter: 5 i:1569, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1570, pairs changed 0\n",
      "fullSet, iter: 5 i:1571, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1572, pairs changed 0\n",
      "fullSet, iter: 5 i:1573, pairs changed 0\n",
      "fullSet, iter: 5 i:1574, pairs changed 0\n",
      "fullSet, iter: 5 i:1575, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1576, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1577, pairs changed 0\n",
      "fullSet, iter: 5 i:1578, pairs changed 0\n",
      "fullSet, iter: 5 i:1579, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1580, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1581, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1582, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1583, pairs changed 0\n",
      "fullSet, iter: 5 i:1584, pairs changed 0\n",
      "fullSet, iter: 5 i:1585, pairs changed 0\n",
      "fullSet, iter: 5 i:1586, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1587, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1588, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1589, pairs changed 0\n",
      "fullSet, iter: 5 i:1590, pairs changed 0\n",
      "fullSet, iter: 5 i:1591, pairs changed 0\n",
      "fullSet, iter: 5 i:1592, pairs changed 0\n",
      "fullSet, iter: 5 i:1593, pairs changed 0\n",
      "fullSet, iter: 5 i:1594, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1595, pairs changed 0\n",
      "fullSet, iter: 5 i:1596, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1597, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1598, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1599, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1600, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1601, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1602, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1603, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1604, pairs changed 0\n",
      "fullSet, iter: 5 i:1605, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1606, pairs changed 0\n",
      "fullSet, iter: 5 i:1607, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1608, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1609, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1610, pairs changed 0\n",
      "fullSet, iter: 5 i:1611, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1612, pairs changed 0\n",
      "fullSet, iter: 5 i:1613, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1614, pairs changed 0\n",
      "fullSet, iter: 5 i:1615, pairs changed 0\n",
      "fullSet, iter: 5 i:1616, pairs changed 0\n",
      "fullSet, iter: 5 i:1617, pairs changed 0\n",
      "fullSet, iter: 5 i:1618, pairs changed 0\n",
      "fullSet, iter: 5 i:1619, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1620, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1621, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1622, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1623, pairs changed 0\n",
      "fullSet, iter: 5 i:1624, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1625, pairs changed 0\n",
      "fullSet, iter: 5 i:1626, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1627, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1628, pairs changed 0\n",
      "fullSet, iter: 5 i:1629, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1630, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1631, pairs changed 0\n",
      "fullSet, iter: 5 i:1632, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1633, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1634, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1635, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1636, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1637, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1638, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1639, pairs changed 0\n",
      "fullSet, iter: 5 i:1640, pairs changed 0\n",
      "fullSet, iter: 5 i:1641, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1642, pairs changed 0\n",
      "fullSet, iter: 5 i:1643, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1644, pairs changed 0\n",
      "fullSet, iter: 5 i:1645, pairs changed 0\n",
      "fullSet, iter: 5 i:1646, pairs changed 0\n",
      "fullSet, iter: 5 i:1647, pairs changed 0\n",
      "fullSet, iter: 5 i:1648, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1649, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1650, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1651, pairs changed 0\n",
      "fullSet, iter: 5 i:1652, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1653, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1654, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1655, pairs changed 0\n",
      "fullSet, iter: 5 i:1656, pairs changed 0\n",
      "fullSet, iter: 5 i:1657, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1658, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1659, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1660, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1661, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1662, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1663, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1664, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1665, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1666, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1667, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1668, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1669, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1670, pairs changed 0\n",
      "fullSet, iter: 5 i:1671, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1672, pairs changed 0\n",
      "fullSet, iter: 5 i:1673, pairs changed 0\n",
      "fullSet, iter: 5 i:1674, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1675, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1676, pairs changed 0\n",
      "fullSet, iter: 5 i:1677, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1678, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1679, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1680, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1681, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1682, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1683, pairs changed 0\n",
      "fullSet, iter: 5 i:1684, pairs changed 0\n",
      "fullSet, iter: 5 i:1685, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1686, pairs changed 0\n",
      "fullSet, iter: 5 i:1687, pairs changed 0\n",
      "fullSet, iter: 5 i:1688, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1689, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1690, pairs changed 0\n",
      "fullSet, iter: 5 i:1691, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1692, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1693, pairs changed 0\n",
      "fullSet, iter: 5 i:1694, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1695, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1696, pairs changed 0\n",
      "fullSet, iter: 5 i:1697, pairs changed 0\n",
      "fullSet, iter: 5 i:1698, pairs changed 0\n",
      "fullSet, iter: 5 i:1699, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1700, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1701, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1702, pairs changed 0\n",
      "fullSet, iter: 5 i:1703, pairs changed 0\n",
      "fullSet, iter: 5 i:1704, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1705, pairs changed 0\n",
      "fullSet, iter: 5 i:1706, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1707, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1708, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1709, pairs changed 0\n",
      "fullSet, iter: 5 i:1710, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1711, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1712, pairs changed 0\n",
      "fullSet, iter: 5 i:1713, pairs changed 0\n",
      "fullSet, iter: 5 i:1714, pairs changed 0\n",
      "fullSet, iter: 5 i:1715, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1716, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1717, pairs changed 0\n",
      "fullSet, iter: 5 i:1718, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1719, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1720, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 5 i:1721, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1722, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1723, pairs changed 0\n",
      "fullSet, iter: 5 i:1724, pairs changed 0\n",
      "fullSet, iter: 5 i:1725, pairs changed 0\n",
      "fullSet, iter: 5 i:1726, pairs changed 0\n",
      "fullSet, iter: 5 i:1727, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1728, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5 i:1729, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1730, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1731, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1732, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1733, pairs changed 0\n",
      "fullSet, iter: 5 i:1734, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1735, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1736, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1737, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1738, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1739, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1740, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1741, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1742, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1743, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1744, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1745, pairs changed 0\n",
      "fullSet, iter: 5 i:1746, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1747, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1748, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1749, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1750, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1751, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1752, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1753, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1754, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1755, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1756, pairs changed 0\n",
      "fullSet, iter: 5 i:1757, pairs changed 0\n",
      "fullSet, iter: 5 i:1758, pairs changed 1\n",
      "fullSet, iter: 5 i:1759, pairs changed 1\n",
      "fullSet, iter: 5 i:1760, pairs changed 1\n",
      "fullSet, iter: 5 i:1761, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1762, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1763, pairs changed 1\n",
      "fullSet, iter: 5 i:1764, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1765, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1766, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1767, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1768, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1769, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1770, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1771, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1772, pairs changed 1\n",
      "fullSet, iter: 5 i:1773, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1774, pairs changed 1\n",
      "L==H\n",
      "fullSet, iter: 5 i:1775, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1776, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1777, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1778, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1779, pairs changed 1\n",
      "L==H\n",
      "fullSet, iter: 5 i:1780, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1781, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1782, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1783, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1784, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1785, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1786, pairs changed 1\n",
      "fullSet, iter: 5 i:1787, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1788, pairs changed 1\n",
      "fullSet, iter: 5 i:1789, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1790, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1791, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1792, pairs changed 1\n",
      "fullSet, iter: 5 i:1793, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1794, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1795, pairs changed 1\n",
      "fullSet, iter: 5 i:1796, pairs changed 1\n",
      "fullSet, iter: 5 i:1797, pairs changed 1\n",
      "fullSet, iter: 5 i:1798, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1799, pairs changed 1\n",
      "fullSet, iter: 5 i:1800, pairs changed 1\n",
      "fullSet, iter: 5 i:1801, pairs changed 1\n",
      "fullSet, iter: 5 i:1802, pairs changed 1\n",
      "fullSet, iter: 5 i:1803, pairs changed 1\n",
      "fullSet, iter: 5 i:1804, pairs changed 1\n",
      "fullSet, iter: 5 i:1805, pairs changed 1\n",
      "fullSet, iter: 5 i:1806, pairs changed 1\n",
      "fullSet, iter: 5 i:1807, pairs changed 1\n",
      "fullSet, iter: 5 i:1808, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1809, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1810, pairs changed 1\n",
      "fullSet, iter: 5 i:1811, pairs changed 1\n",
      "fullSet, iter: 5 i:1812, pairs changed 1\n",
      "fullSet, iter: 5 i:1813, pairs changed 1\n",
      "fullSet, iter: 5 i:1814, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1815, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1816, pairs changed 1\n",
      "fullSet, iter: 5 i:1817, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1818, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1819, pairs changed 1\n",
      "fullSet, iter: 5 i:1820, pairs changed 1\n",
      "fullSet, iter: 5 i:1821, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1822, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1823, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1824, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1825, pairs changed 1\n",
      "fullSet, iter: 5 i:1826, pairs changed 1\n",
      "fullSet, iter: 5 i:1827, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1828, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1829, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1830, pairs changed 1\n",
      "fullSet, iter: 5 i:1831, pairs changed 1\n",
      "fullSet, iter: 5 i:1832, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1833, pairs changed 1\n",
      "fullSet, iter: 5 i:1834, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1835, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1836, pairs changed 1\n",
      "fullSet, iter: 5 i:1837, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1838, pairs changed 1\n",
      "fullSet, iter: 5 i:1839, pairs changed 1\n",
      "fullSet, iter: 5 i:1840, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1841, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1842, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1843, pairs changed 1\n",
      "fullSet, iter: 5 i:1844, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1845, pairs changed 1\n",
      "fullSet, iter: 5 i:1846, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1847, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1848, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1849, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1850, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1851, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1852, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1853, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1854, pairs changed 1\n",
      "fullSet, iter: 5 i:1855, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1856, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1857, pairs changed 1\n",
      "fullSet, iter: 5 i:1858, pairs changed 1\n",
      "fullSet, iter: 5 i:1859, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1860, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1861, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1862, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1863, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1864, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1865, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1866, pairs changed 1\n",
      "fullSet, iter: 5 i:1867, pairs changed 1\n",
      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 5 i:1869, pairs changed 1\n",
      "fullSet, iter: 5 i:1870, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1871, pairs changed 1\n",
      "fullSet, iter: 5 i:1872, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1873, pairs changed 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "fullSet, iter: 5 i:1874, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1875, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1876, pairs changed 1\n",
      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 5 i:1878, pairs changed 1\n",
      "fullSet, iter: 5 i:1879, pairs changed 1\n",
      "fullSet, iter: 5 i:1880, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1881, pairs changed 1\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 5 i:1888, pairs changed 1\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5 i:1891, pairs changed 1\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5 i:1900, pairs changed 1\n",
      "j not moving enough\n",
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      "fullSet, iter: 5 i:1905, pairs changed 1\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5 i:1911, pairs changed 1\n",
      "j not moving enough\n",
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      "fullSet, iter: 5 i:1914, pairs changed 1\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5 i:1925, pairs changed 1\n",
      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 5 i:1927, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1928, pairs changed 1\n",
      "fullSet, iter: 5 i:1929, pairs changed 1\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5 i:1932, pairs changed 1\n",
      "j not moving enough\n",
      "fullSet, iter: 5 i:1933, pairs changed 1\n",
      "iteration number: 6\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:2, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:3, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:8, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:9, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "non-bound, iter: 6 i:1636, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "non-bound, iter: 6 i:1665, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1683, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
      "non-bound, iter: 6 i:1778, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1781, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1784, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1785, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1786, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1799, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1809, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1816, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1819, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1824, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1828, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1829, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1830, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1833, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1838, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1841, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1842, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1843, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1845, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1847, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1848, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1849, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1850, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1853, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1857, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1862, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1863, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1864, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1865, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1866, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1868, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1869, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1873, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1874, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1875, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1878, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1881, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1885, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1894, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1896, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1902, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1920, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1923, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 6 i:1933, pairs changed 0\n",
      "iteration number: 7\n",
      "L==H\n",
      "fullSet, iter: 7 i:0, pairs changed 0\n",
      "fullSet, iter: 7 i:1, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:2, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:3, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:4, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:5, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:6, pairs changed 0\n",
      "fullSet, iter: 7 i:7, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:8, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:9, pairs changed 0\n",
      "fullSet, iter: 7 i:10, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:11, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:12, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:13, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:14, pairs changed 0\n",
      "fullSet, iter: 7 i:15, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:16, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:17, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:18, pairs changed 0\n",
      "fullSet, iter: 7 i:19, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:20, pairs changed 0\n",
      "fullSet, iter: 7 i:21, pairs changed 0\n",
      "fullSet, iter: 7 i:22, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:23, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:24, pairs changed 0\n",
      "fullSet, iter: 7 i:25, pairs changed 0\n",
      "fullSet, iter: 7 i:26, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:27, pairs changed 0\n",
      "fullSet, iter: 7 i:28, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:29, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:30, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:31, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:32, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:33, pairs changed 0\n",
      "fullSet, iter: 7 i:34, pairs changed 0\n",
      "fullSet, iter: 7 i:35, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:36, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:37, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:38, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:39, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:40, pairs changed 0\n",
      "fullSet, iter: 7 i:41, pairs changed 0\n",
      "fullSet, iter: 7 i:42, pairs changed 0\n",
      "fullSet, iter: 7 i:43, pairs changed 0\n",
      "fullSet, iter: 7 i:44, pairs changed 0\n",
      "fullSet, iter: 7 i:45, pairs changed 0\n",
      "fullSet, iter: 7 i:46, pairs changed 0\n",
      "fullSet, iter: 7 i:47, pairs changed 0\n",
      "fullSet, iter: 7 i:48, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:49, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:50, pairs changed 0\n",
      "fullSet, iter: 7 i:51, pairs changed 0\n",
      "fullSet, iter: 7 i:52, pairs changed 0\n",
      "fullSet, iter: 7 i:53, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:54, pairs changed 0\n",
      "fullSet, iter: 7 i:55, pairs changed 0\n",
      "fullSet, iter: 7 i:56, pairs changed 0\n",
      "fullSet, iter: 7 i:57, pairs changed 0\n",
      "fullSet, iter: 7 i:58, pairs changed 0\n",
      "fullSet, iter: 7 i:59, pairs changed 0\n",
      "fullSet, iter: 7 i:60, pairs changed 0\n",
      "fullSet, iter: 7 i:61, pairs changed 0\n",
      "fullSet, iter: 7 i:62, pairs changed 0\n",
      "fullSet, iter: 7 i:63, pairs changed 0\n",
      "fullSet, iter: 7 i:64, pairs changed 0\n",
      "fullSet, iter: 7 i:65, pairs changed 0\n",
      "fullSet, iter: 7 i:66, pairs changed 0\n",
      "fullSet, iter: 7 i:67, pairs changed 0\n",
      "fullSet, iter: 7 i:68, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:69, pairs changed 0\n",
      "fullSet, iter: 7 i:70, pairs changed 0\n",
      "fullSet, iter: 7 i:71, pairs changed 0\n",
      "fullSet, iter: 7 i:72, pairs changed 0\n",
      "fullSet, iter: 7 i:73, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:74, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:75, pairs changed 0\n",
      "fullSet, iter: 7 i:76, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:77, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:78, pairs changed 0\n",
      "fullSet, iter: 7 i:79, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 7 i:80, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:81, pairs changed 0\n",
      "fullSet, iter: 7 i:82, pairs changed 0\n",
      "fullSet, iter: 7 i:83, pairs changed 0\n",
      "fullSet, iter: 7 i:84, pairs changed 0\n",
      "fullSet, iter: 7 i:85, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:86, pairs changed 0\n",
      "fullSet, iter: 7 i:87, pairs changed 0\n",
      "fullSet, iter: 7 i:88, pairs changed 0\n",
      "fullSet, iter: 7 i:89, pairs changed 0\n",
      "fullSet, iter: 7 i:90, pairs changed 0\n",
      "fullSet, iter: 7 i:91, pairs changed 0\n",
      "fullSet, iter: 7 i:92, pairs changed 0\n",
      "fullSet, iter: 7 i:93, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:94, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:95, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:96, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:97, pairs changed 0\n",
      "fullSet, iter: 7 i:98, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:99, pairs changed 0\n",
      "fullSet, iter: 7 i:100, pairs changed 0\n",
      "fullSet, iter: 7 i:101, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:102, pairs changed 0\n",
      "fullSet, iter: 7 i:103, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:104, pairs changed 0\n",
      "fullSet, iter: 7 i:105, pairs changed 0\n",
      "fullSet, iter: 7 i:106, pairs changed 0\n",
      "fullSet, iter: 7 i:107, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:108, pairs changed 0\n",
      "fullSet, iter: 7 i:109, pairs changed 0\n",
      "fullSet, iter: 7 i:110, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:111, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:112, pairs changed 0\n",
      "fullSet, iter: 7 i:113, pairs changed 0\n",
      "fullSet, iter: 7 i:114, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:115, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:116, pairs changed 0\n",
      "fullSet, iter: 7 i:117, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:118, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:119, pairs changed 0\n",
      "fullSet, iter: 7 i:120, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:121, pairs changed 0\n",
      "fullSet, iter: 7 i:122, pairs changed 0\n",
      "fullSet, iter: 7 i:123, pairs changed 0\n",
      "fullSet, iter: 7 i:124, pairs changed 0\n",
      "fullSet, iter: 7 i:125, pairs changed 0\n",
      "fullSet, iter: 7 i:126, pairs changed 0\n",
      "fullSet, iter: 7 i:127, pairs changed 0\n",
      "fullSet, iter: 7 i:128, pairs changed 0\n",
      "fullSet, iter: 7 i:129, pairs changed 0\n",
      "fullSet, iter: 7 i:130, pairs changed 0\n",
      "fullSet, iter: 7 i:131, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:132, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:133, pairs changed 0\n",
      "fullSet, iter: 7 i:134, pairs changed 0\n",
      "fullSet, iter: 7 i:135, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:136, pairs changed 0\n",
      "fullSet, iter: 7 i:137, pairs changed 0\n",
      "fullSet, iter: 7 i:138, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:139, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:140, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:141, pairs changed 0\n",
      "fullSet, iter: 7 i:142, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:143, pairs changed 0\n",
      "fullSet, iter: 7 i:144, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:145, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:146, pairs changed 0\n",
      "fullSet, iter: 7 i:147, pairs changed 0\n",
      "fullSet, iter: 7 i:148, pairs changed 0\n",
      "fullSet, iter: 7 i:149, pairs changed 0\n",
      "fullSet, iter: 7 i:150, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:151, pairs changed 0\n",
      "fullSet, iter: 7 i:152, pairs changed 0\n",
      "fullSet, iter: 7 i:153, pairs changed 0\n",
      "fullSet, iter: 7 i:154, pairs changed 0\n",
      "fullSet, iter: 7 i:155, pairs changed 0\n",
      "fullSet, iter: 7 i:156, pairs changed 0\n",
      "fullSet, iter: 7 i:157, pairs changed 0\n",
      "fullSet, iter: 7 i:158, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:159, pairs changed 0\n",
      "fullSet, iter: 7 i:160, pairs changed 0\n",
      "fullSet, iter: 7 i:161, pairs changed 0\n",
      "fullSet, iter: 7 i:162, pairs changed 0\n",
      "fullSet, iter: 7 i:163, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:164, pairs changed 0\n",
      "fullSet, iter: 7 i:165, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:166, pairs changed 0\n",
      "fullSet, iter: 7 i:167, pairs changed 0\n",
      "fullSet, iter: 7 i:168, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:169, pairs changed 0\n",
      "fullSet, iter: 7 i:170, pairs changed 0\n",
      "fullSet, iter: 7 i:171, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:172, pairs changed 0\n",
      "fullSet, iter: 7 i:173, pairs changed 0\n",
      "fullSet, iter: 7 i:174, pairs changed 0\n",
      "fullSet, iter: 7 i:175, pairs changed 0\n",
      "fullSet, iter: 7 i:176, pairs changed 0\n",
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      "fullSet, iter: 7 i:179, pairs changed 0\n",
      "fullSet, iter: 7 i:180, pairs changed 0\n",
      "fullSet, iter: 7 i:181, pairs changed 0\n",
      "fullSet, iter: 7 i:182, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:183, pairs changed 0\n",
      "fullSet, iter: 7 i:184, pairs changed 0\n",
      "fullSet, iter: 7 i:185, pairs changed 0\n",
      "fullSet, iter: 7 i:186, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:187, pairs changed 0\n",
      "fullSet, iter: 7 i:188, pairs changed 0\n",
      "fullSet, iter: 7 i:189, pairs changed 0\n",
      "fullSet, iter: 7 i:190, pairs changed 0\n",
      "fullSet, iter: 7 i:191, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:192, pairs changed 0\n",
      "fullSet, iter: 7 i:193, pairs changed 0\n",
      "fullSet, iter: 7 i:194, pairs changed 0\n",
      "fullSet, iter: 7 i:195, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:196, pairs changed 0\n",
      "fullSet, iter: 7 i:197, pairs changed 0\n",
      "fullSet, iter: 7 i:198, pairs changed 0\n",
      "fullSet, iter: 7 i:199, pairs changed 0\n",
      "fullSet, iter: 7 i:200, pairs changed 0\n",
      "fullSet, iter: 7 i:201, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:202, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:203, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:204, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:205, pairs changed 0\n",
      "fullSet, iter: 7 i:206, pairs changed 0\n",
      "fullSet, iter: 7 i:207, pairs changed 0\n",
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      "fullSet, iter: 7 i:209, pairs changed 0\n",
      "fullSet, iter: 7 i:210, pairs changed 0\n",
      "fullSet, iter: 7 i:211, pairs changed 0\n",
      "fullSet, iter: 7 i:212, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:213, pairs changed 0\n",
      "fullSet, iter: 7 i:214, pairs changed 0\n",
      "fullSet, iter: 7 i:215, pairs changed 0\n",
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      "fullSet, iter: 7 i:225, pairs changed 0\n",
      "fullSet, iter: 7 i:226, pairs changed 0\n",
      "fullSet, iter: 7 i:227, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:228, pairs changed 0\n",
      "fullSet, iter: 7 i:229, pairs changed 0\n",
      "fullSet, iter: 7 i:230, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:231, pairs changed 0\n",
      "fullSet, iter: 7 i:232, pairs changed 0\n",
      "fullSet, iter: 7 i:233, pairs changed 0\n",
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      "fullSet, iter: 7 i:244, pairs changed 0\n",
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      "fullSet, iter: 7 i:246, pairs changed 0\n",
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      "fullSet, iter: 7 i:250, pairs changed 0\n",
      "fullSet, iter: 7 i:251, pairs changed 0\n",
      "fullSet, iter: 7 i:252, pairs changed 0\n",
      "fullSet, iter: 7 i:253, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:254, pairs changed 0\n",
      "fullSet, iter: 7 i:255, pairs changed 0\n",
      "fullSet, iter: 7 i:256, pairs changed 0\n",
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      "fullSet, iter: 7 i:258, pairs changed 0\n",
      "fullSet, iter: 7 i:259, pairs changed 0\n",
      "fullSet, iter: 7 i:260, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:261, pairs changed 0\n",
      "fullSet, iter: 7 i:262, pairs changed 0\n",
      "fullSet, iter: 7 i:263, pairs changed 0\n",
      "fullSet, iter: 7 i:264, pairs changed 0\n",
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      "fullSet, iter: 7 i:266, pairs changed 0\n",
      "fullSet, iter: 7 i:267, pairs changed 0\n",
      "fullSet, iter: 7 i:268, pairs changed 0\n",
      "fullSet, iter: 7 i:269, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:270, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:271, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:272, pairs changed 0\n",
      "fullSet, iter: 7 i:273, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:274, pairs changed 0\n",
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      "fullSet, iter: 7 i:288, pairs changed 0\n",
      "fullSet, iter: 7 i:289, pairs changed 0\n",
      "fullSet, iter: 7 i:290, pairs changed 0\n",
      "fullSet, iter: 7 i:291, pairs changed 0\n",
      "fullSet, iter: 7 i:292, pairs changed 0\n",
      "fullSet, iter: 7 i:293, pairs changed 0\n",
      "fullSet, iter: 7 i:294, pairs changed 0\n",
      "fullSet, iter: 7 i:295, pairs changed 0\n",
      "fullSet, iter: 7 i:296, pairs changed 0\n",
      "fullSet, iter: 7 i:297, pairs changed 0\n",
      "fullSet, iter: 7 i:298, pairs changed 0\n",
      "fullSet, iter: 7 i:299, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 7 i:300, pairs changed 0\n",
      "fullSet, iter: 7 i:301, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:302, pairs changed 0\n",
      "fullSet, iter: 7 i:303, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:304, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:305, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:306, pairs changed 0\n",
      "fullSet, iter: 7 i:307, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:308, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:309, pairs changed 0\n",
      "fullSet, iter: 7 i:310, pairs changed 0\n",
      "fullSet, iter: 7 i:311, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:312, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:313, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:314, pairs changed 0\n",
      "fullSet, iter: 7 i:315, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:316, pairs changed 0\n",
      "fullSet, iter: 7 i:317, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:318, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:319, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:320, pairs changed 0\n",
      "fullSet, iter: 7 i:321, pairs changed 0\n",
      "fullSet, iter: 7 i:322, pairs changed 0\n",
      "fullSet, iter: 7 i:323, pairs changed 0\n",
      "fullSet, iter: 7 i:324, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:325, pairs changed 0\n",
      "fullSet, iter: 7 i:326, pairs changed 0\n",
      "fullSet, iter: 7 i:327, pairs changed 0\n",
      "fullSet, iter: 7 i:328, pairs changed 0\n",
      "fullSet, iter: 7 i:329, pairs changed 0\n",
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      "fullSet, iter: 7 i:333, pairs changed 0\n",
      "fullSet, iter: 7 i:334, pairs changed 0\n",
      "fullSet, iter: 7 i:335, pairs changed 0\n",
      "fullSet, iter: 7 i:336, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:337, pairs changed 0\n",
      "fullSet, iter: 7 i:338, pairs changed 0\n",
      "fullSet, iter: 7 i:339, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:340, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:341, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:342, pairs changed 0\n",
      "fullSet, iter: 7 i:343, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:344, pairs changed 0\n",
      "fullSet, iter: 7 i:345, pairs changed 0\n",
      "fullSet, iter: 7 i:346, pairs changed 0\n",
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      "fullSet, iter: 7 i:351, pairs changed 0\n",
      "fullSet, iter: 7 i:352, pairs changed 0\n",
      "fullSet, iter: 7 i:353, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:354, pairs changed 0\n",
      "fullSet, iter: 7 i:355, pairs changed 0\n",
      "fullSet, iter: 7 i:356, pairs changed 0\n",
      "fullSet, iter: 7 i:357, pairs changed 0\n",
      "fullSet, iter: 7 i:358, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:359, pairs changed 0\n",
      "fullSet, iter: 7 i:360, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:361, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:362, pairs changed 0\n",
      "fullSet, iter: 7 i:363, pairs changed 0\n",
      "fullSet, iter: 7 i:364, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:365, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:366, pairs changed 0\n",
      "fullSet, iter: 7 i:367, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:368, pairs changed 0\n",
      "fullSet, iter: 7 i:369, pairs changed 0\n",
      "fullSet, iter: 7 i:370, pairs changed 0\n",
      "fullSet, iter: 7 i:371, pairs changed 0\n",
      "fullSet, iter: 7 i:372, pairs changed 0\n",
      "fullSet, iter: 7 i:373, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:374, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:375, pairs changed 0\n",
      "fullSet, iter: 7 i:376, pairs changed 0\n",
      "fullSet, iter: 7 i:377, pairs changed 0\n",
      "fullSet, iter: 7 i:378, pairs changed 0\n",
      "fullSet, iter: 7 i:379, pairs changed 0\n",
      "fullSet, iter: 7 i:380, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:381, pairs changed 0\n",
      "fullSet, iter: 7 i:382, pairs changed 0\n",
      "fullSet, iter: 7 i:383, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:384, pairs changed 0\n",
      "fullSet, iter: 7 i:385, pairs changed 0\n",
      "fullSet, iter: 7 i:386, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:387, pairs changed 0\n",
      "fullSet, iter: 7 i:388, pairs changed 0\n",
      "fullSet, iter: 7 i:389, pairs changed 0\n",
      "fullSet, iter: 7 i:390, pairs changed 0\n",
      "fullSet, iter: 7 i:391, pairs changed 0\n",
      "fullSet, iter: 7 i:392, pairs changed 0\n",
      "fullSet, iter: 7 i:393, pairs changed 0\n",
      "fullSet, iter: 7 i:394, pairs changed 0\n",
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      "fullSet, iter: 7 i:396, pairs changed 0\n",
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      "fullSet, iter: 7 i:398, pairs changed 0\n",
      "fullSet, iter: 7 i:399, pairs changed 0\n",
      "fullSet, iter: 7 i:400, pairs changed 0\n",
      "fullSet, iter: 7 i:401, pairs changed 0\n",
      "fullSet, iter: 7 i:402, pairs changed 0\n",
      "fullSet, iter: 7 i:403, pairs changed 0\n",
      "fullSet, iter: 7 i:404, pairs changed 0\n",
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      "fullSet, iter: 7 i:406, pairs changed 0\n",
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      "fullSet, iter: 7 i:408, pairs changed 0\n",
      "fullSet, iter: 7 i:409, pairs changed 0\n",
      "fullSet, iter: 7 i:410, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:411, pairs changed 0\n",
      "fullSet, iter: 7 i:412, pairs changed 0\n",
      "fullSet, iter: 7 i:413, pairs changed 0\n",
      "fullSet, iter: 7 i:414, pairs changed 0\n",
      "fullSet, iter: 7 i:415, pairs changed 0\n",
      "fullSet, iter: 7 i:416, pairs changed 0\n",
      "fullSet, iter: 7 i:417, pairs changed 0\n",
      "fullSet, iter: 7 i:418, pairs changed 0\n",
      "fullSet, iter: 7 i:419, pairs changed 0\n",
      "fullSet, iter: 7 i:420, pairs changed 0\n",
      "fullSet, iter: 7 i:421, pairs changed 0\n",
      "fullSet, iter: 7 i:422, pairs changed 0\n",
      "fullSet, iter: 7 i:423, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:424, pairs changed 0\n",
      "fullSet, iter: 7 i:425, pairs changed 0\n",
      "fullSet, iter: 7 i:426, pairs changed 0\n",
      "fullSet, iter: 7 i:427, pairs changed 0\n",
      "fullSet, iter: 7 i:428, pairs changed 0\n",
      "fullSet, iter: 7 i:429, pairs changed 0\n",
      "fullSet, iter: 7 i:430, pairs changed 0\n",
      "fullSet, iter: 7 i:431, pairs changed 0\n",
      "fullSet, iter: 7 i:432, pairs changed 0\n",
      "fullSet, iter: 7 i:433, pairs changed 0\n",
      "fullSet, iter: 7 i:434, pairs changed 0\n",
      "fullSet, iter: 7 i:435, pairs changed 0\n",
      "fullSet, iter: 7 i:436, pairs changed 0\n",
      "fullSet, iter: 7 i:437, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:438, pairs changed 0\n",
      "fullSet, iter: 7 i:439, pairs changed 0\n",
      "fullSet, iter: 7 i:440, pairs changed 0\n",
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      "fullSet, iter: 7 i:445, pairs changed 0\n",
      "fullSet, iter: 7 i:446, pairs changed 0\n",
      "fullSet, iter: 7 i:447, pairs changed 0\n",
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      "fullSet, iter: 7 i:449, pairs changed 0\n",
      "fullSet, iter: 7 i:450, pairs changed 0\n",
      "fullSet, iter: 7 i:451, pairs changed 0\n",
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      "fullSet, iter: 7 i:453, pairs changed 0\n",
      "fullSet, iter: 7 i:454, pairs changed 0\n",
      "fullSet, iter: 7 i:455, pairs changed 0\n",
      "fullSet, iter: 7 i:456, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:457, pairs changed 0\n",
      "fullSet, iter: 7 i:458, pairs changed 0\n",
      "fullSet, iter: 7 i:459, pairs changed 0\n",
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      "fullSet, iter: 7 i:471, pairs changed 0\n",
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      "fullSet, iter: 7 i:473, pairs changed 0\n",
      "fullSet, iter: 7 i:474, pairs changed 0\n",
      "fullSet, iter: 7 i:475, pairs changed 0\n",
      "fullSet, iter: 7 i:476, pairs changed 0\n",
      "fullSet, iter: 7 i:477, pairs changed 0\n",
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      "fullSet, iter: 7 i:479, pairs changed 0\n",
      "fullSet, iter: 7 i:480, pairs changed 0\n",
      "fullSet, iter: 7 i:481, pairs changed 0\n",
      "fullSet, iter: 7 i:482, pairs changed 0\n",
      "fullSet, iter: 7 i:483, pairs changed 0\n",
      "fullSet, iter: 7 i:484, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:485, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:486, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:487, pairs changed 0\n",
      "fullSet, iter: 7 i:488, pairs changed 0\n",
      "fullSet, iter: 7 i:489, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:490, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:491, pairs changed 0\n",
      "fullSet, iter: 7 i:492, pairs changed 0\n",
      "fullSet, iter: 7 i:493, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:494, pairs changed 0\n",
      "fullSet, iter: 7 i:495, pairs changed 0\n",
      "fullSet, iter: 7 i:496, pairs changed 0\n",
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      "fullSet, iter: 7 i:524, pairs changed 0\n",
      "fullSet, iter: 7 i:525, pairs changed 0\n",
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      "fullSet, iter: 7 i:527, pairs changed 0\n",
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      "fullSet, iter: 7 i:530, pairs changed 0\n",
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      "fullSet, iter: 7 i:535, pairs changed 0\n",
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      "fullSet, iter: 7 i:539, pairs changed 0\n",
      "fullSet, iter: 7 i:540, pairs changed 0\n",
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      "fullSet, iter: 7 i:542, pairs changed 0\n",
      "fullSet, iter: 7 i:543, pairs changed 0\n",
      "fullSet, iter: 7 i:544, pairs changed 0\n",
      "fullSet, iter: 7 i:545, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:546, pairs changed 0\n",
      "fullSet, iter: 7 i:547, pairs changed 0\n",
      "fullSet, iter: 7 i:548, pairs changed 0\n",
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      "fullSet, iter: 7 i:550, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "fullSet, iter: 7 i:551, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:552, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:553, pairs changed 0\n",
      "fullSet, iter: 7 i:554, pairs changed 0\n",
      "fullSet, iter: 7 i:555, pairs changed 0\n",
      "fullSet, iter: 7 i:556, pairs changed 0\n",
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      "fullSet, iter: 7 i:559, pairs changed 0\n",
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      "fullSet, iter: 7 i:561, pairs changed 0\n",
      "fullSet, iter: 7 i:562, pairs changed 0\n",
      "fullSet, iter: 7 i:563, pairs changed 0\n",
      "fullSet, iter: 7 i:564, pairs changed 0\n",
      "fullSet, iter: 7 i:565, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:566, pairs changed 0\n",
      "fullSet, iter: 7 i:567, pairs changed 0\n",
      "fullSet, iter: 7 i:568, pairs changed 0\n",
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      "fullSet, iter: 7 i:571, pairs changed 0\n",
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      "fullSet, iter: 7 i:581, pairs changed 0\n",
      "fullSet, iter: 7 i:582, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:583, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:584, pairs changed 0\n",
      "fullSet, iter: 7 i:585, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:586, pairs changed 0\n",
      "fullSet, iter: 7 i:587, pairs changed 0\n",
      "fullSet, iter: 7 i:588, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:589, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:590, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:591, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:592, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:593, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:594, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:595, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:596, pairs changed 0\n",
      "fullSet, iter: 7 i:597, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:598, pairs changed 0\n",
      "fullSet, iter: 7 i:599, pairs changed 0\n",
      "fullSet, iter: 7 i:600, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:601, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:602, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:603, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:604, pairs changed 0\n",
      "fullSet, iter: 7 i:605, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:606, pairs changed 0\n",
      "fullSet, iter: 7 i:607, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:608, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:609, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:610, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:611, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:612, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:613, pairs changed 0\n",
      "fullSet, iter: 7 i:614, pairs changed 0\n",
      "fullSet, iter: 7 i:615, pairs changed 0\n",
      "fullSet, iter: 7 i:616, pairs changed 0\n",
      "fullSet, iter: 7 i:617, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:618, pairs changed 0\n",
      "fullSet, iter: 7 i:619, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:620, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:621, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:622, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:623, pairs changed 0\n",
      "fullSet, iter: 7 i:624, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:625, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:626, pairs changed 0\n",
      "fullSet, iter: 7 i:627, pairs changed 0\n",
      "fullSet, iter: 7 i:628, pairs changed 0\n",
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      "fullSet, iter: 7 i:632, pairs changed 0\n",
      "fullSet, iter: 7 i:633, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:634, pairs changed 0\n",
      "fullSet, iter: 7 i:635, pairs changed 0\n",
      "fullSet, iter: 7 i:636, pairs changed 0\n",
      "fullSet, iter: 7 i:637, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:638, pairs changed 0\n",
      "fullSet, iter: 7 i:639, pairs changed 0\n",
      "fullSet, iter: 7 i:640, pairs changed 0\n",
      "fullSet, iter: 7 i:641, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:642, pairs changed 0\n",
      "fullSet, iter: 7 i:643, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:644, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:645, pairs changed 0\n",
      "fullSet, iter: 7 i:646, pairs changed 0\n",
      "fullSet, iter: 7 i:647, pairs changed 0\n",
      "fullSet, iter: 7 i:648, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:649, pairs changed 0\n",
      "fullSet, iter: 7 i:650, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:651, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:652, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:653, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:654, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:655, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:656, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:657, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:658, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:659, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:660, pairs changed 0\n",
      "fullSet, iter: 7 i:661, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:662, pairs changed 0\n",
      "fullSet, iter: 7 i:663, pairs changed 0\n",
      "fullSet, iter: 7 i:664, pairs changed 0\n",
      "fullSet, iter: 7 i:665, pairs changed 0\n",
      "fullSet, iter: 7 i:666, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:667, pairs changed 0\n",
      "fullSet, iter: 7 i:668, pairs changed 0\n",
      "fullSet, iter: 7 i:669, pairs changed 0\n",
      "fullSet, iter: 7 i:670, pairs changed 0\n",
      "fullSet, iter: 7 i:671, pairs changed 0\n",
      "fullSet, iter: 7 i:672, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:673, pairs changed 0\n",
      "fullSet, iter: 7 i:674, pairs changed 0\n",
      "fullSet, iter: 7 i:675, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:676, pairs changed 0\n",
      "fullSet, iter: 7 i:677, pairs changed 0\n",
      "fullSet, iter: 7 i:678, pairs changed 0\n",
      "fullSet, iter: 7 i:679, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:680, pairs changed 0\n",
      "fullSet, iter: 7 i:681, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:682, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:683, pairs changed 0\n",
      "fullSet, iter: 7 i:684, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:685, pairs changed 0\n",
      "fullSet, iter: 7 i:686, pairs changed 0\n",
      "fullSet, iter: 7 i:687, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:688, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:689, pairs changed 0\n",
      "fullSet, iter: 7 i:690, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:691, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:692, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:693, pairs changed 0\n",
      "fullSet, iter: 7 i:694, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:695, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:696, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:697, pairs changed 0\n",
      "fullSet, iter: 7 i:698, pairs changed 0\n",
      "fullSet, iter: 7 i:699, pairs changed 0\n",
      "fullSet, iter: 7 i:700, pairs changed 0\n",
      "fullSet, iter: 7 i:701, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:702, pairs changed 0\n",
      "fullSet, iter: 7 i:703, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:704, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:705, pairs changed 0\n",
      "fullSet, iter: 7 i:706, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:707, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:708, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:709, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:710, pairs changed 0\n",
      "fullSet, iter: 7 i:711, pairs changed 0\n",
      "fullSet, iter: 7 i:712, pairs changed 0\n",
      "fullSet, iter: 7 i:713, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:714, pairs changed 0\n",
      "fullSet, iter: 7 i:715, pairs changed 0\n",
      "fullSet, iter: 7 i:716, pairs changed 0\n",
      "fullSet, iter: 7 i:717, pairs changed 0\n",
      "fullSet, iter: 7 i:718, pairs changed 0\n",
      "fullSet, iter: 7 i:719, pairs changed 0\n",
      "fullSet, iter: 7 i:720, pairs changed 0\n",
      "fullSet, iter: 7 i:721, pairs changed 0\n",
      "fullSet, iter: 7 i:722, pairs changed 0\n",
      "fullSet, iter: 7 i:723, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:724, pairs changed 0\n",
      "fullSet, iter: 7 i:725, pairs changed 0\n",
      "fullSet, iter: 7 i:726, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:727, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:728, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:729, pairs changed 0\n",
      "fullSet, iter: 7 i:730, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:731, pairs changed 0\n",
      "fullSet, iter: 7 i:732, pairs changed 0\n",
      "fullSet, iter: 7 i:733, pairs changed 0\n",
      "fullSet, iter: 7 i:734, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:735, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:736, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:737, pairs changed 0\n",
      "fullSet, iter: 7 i:738, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:739, pairs changed 0\n",
      "fullSet, iter: 7 i:740, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:741, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:742, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 7 i:743, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:744, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:745, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:746, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:747, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:748, pairs changed 0\n",
      "fullSet, iter: 7 i:749, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:750, pairs changed 0\n",
      "fullSet, iter: 7 i:751, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:752, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:753, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:754, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:755, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:756, pairs changed 0\n",
      "fullSet, iter: 7 i:757, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:758, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:759, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:760, pairs changed 0\n",
      "fullSet, iter: 7 i:761, pairs changed 0\n",
      "fullSet, iter: 7 i:762, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:763, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:764, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 7 i:766, pairs changed 0\n",
      "fullSet, iter: 7 i:767, pairs changed 0\n",
      "fullSet, iter: 7 i:768, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:769, pairs changed 0\n",
      "fullSet, iter: 7 i:770, pairs changed 0\n",
      "fullSet, iter: 7 i:771, pairs changed 0\n",
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      "fullSet, iter: 7 i:776, pairs changed 0\n",
      "fullSet, iter: 7 i:777, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:778, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:779, pairs changed 0\n",
      "fullSet, iter: 7 i:780, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "fullSet, iter: 7 i:810, pairs changed 0\n",
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      "fullSet, iter: 7 i:820, pairs changed 0\n",
      "fullSet, iter: 7 i:821, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:822, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:823, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 7 i:825, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:826, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:827, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:828, pairs changed 0\n",
      "fullSet, iter: 7 i:829, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:830, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:831, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:832, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:833, pairs changed 0\n",
      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "fullSet, iter: 7 i:851, pairs changed 0\n",
      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
      "fullSet, iter: 7 i:855, pairs changed 0\n",
      "fullSet, iter: 7 i:856, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:857, pairs changed 0\n",
      "fullSet, iter: 7 i:858, pairs changed 0\n",
      "fullSet, iter: 7 i:859, pairs changed 0\n",
      "fullSet, iter: 7 i:860, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:861, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:862, pairs changed 0\n",
      "fullSet, iter: 7 i:863, pairs changed 0\n",
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      "L==H\n",
      "fullSet, iter: 7 i:868, pairs changed 0\n",
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      "fullSet, iter: 7 i:870, pairs changed 0\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "L==H\n",
      "fullSet, iter: 7 i:899, pairs changed 0\n",
      "fullSet, iter: 7 i:900, pairs changed 0\n",
      "j not moving enough\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "fullSet, iter: 7 i:914, pairs changed 0\n",
      "fullSet, iter: 7 i:915, pairs changed 0\n",
      "L==H\n",
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      "L==H\n",
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      "fullSet, iter: 7 i:921, pairs changed 0\n",
      "fullSet, iter: 7 i:922, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 7 i:938, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 7 i:939, pairs changed 0\n",
      "fullSet, iter: 7 i:940, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:941, pairs changed 0\n",
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      "fullSet, iter: 7 i:943, pairs changed 0\n",
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      "j not moving enough\n",
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      "fullSet, iter: 7 i:962, pairs changed 0\n",
      "L==H\n",
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      "L==H\n",
      "fullSet, iter: 7 i:964, pairs changed 0\n",
      "L==H\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "fullSet, iter: 7 i:988, pairs changed 0\n",
      "fullSet, iter: 7 i:989, pairs changed 0\n",
      "fullSet, iter: 7 i:990, pairs changed 0\n",
      "fullSet, iter: 7 i:991, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:992, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:993, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:994, pairs changed 0\n",
      "fullSet, iter: 7 i:995, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:996, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:997, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:998, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:999, pairs changed 0\n",
      "fullSet, iter: 7 i:1000, pairs changed 0\n",
      "fullSet, iter: 7 i:1001, pairs changed 0\n",
      "fullSet, iter: 7 i:1002, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1003, pairs changed 0\n",
      "fullSet, iter: 7 i:1004, pairs changed 0\n",
      "fullSet, iter: 7 i:1005, pairs changed 0\n",
      "fullSet, iter: 7 i:1006, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1007, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1008, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1009, pairs changed 0\n",
      "fullSet, iter: 7 i:1010, pairs changed 0\n",
      "fullSet, iter: 7 i:1011, pairs changed 0\n",
      "fullSet, iter: 7 i:1012, pairs changed 0\n",
      "fullSet, iter: 7 i:1013, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1014, pairs changed 0\n",
      "fullSet, iter: 7 i:1015, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1016, pairs changed 0\n",
      "fullSet, iter: 7 i:1017, pairs changed 0\n",
      "fullSet, iter: 7 i:1018, pairs changed 0\n",
      "fullSet, iter: 7 i:1019, pairs changed 0\n",
      "fullSet, iter: 7 i:1020, pairs changed 0\n",
      "fullSet, iter: 7 i:1021, pairs changed 0\n",
      "fullSet, iter: 7 i:1022, pairs changed 0\n",
      "fullSet, iter: 7 i:1023, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1024, pairs changed 0\n",
      "fullSet, iter: 7 i:1025, pairs changed 0\n",
      "fullSet, iter: 7 i:1026, pairs changed 0\n",
      "fullSet, iter: 7 i:1027, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1028, pairs changed 0\n",
      "fullSet, iter: 7 i:1029, pairs changed 0\n",
      "fullSet, iter: 7 i:1030, pairs changed 0\n",
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      "fullSet, iter: 7 i:1033, pairs changed 0\n",
      "fullSet, iter: 7 i:1034, pairs changed 0\n",
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      "fullSet, iter: 7 i:1036, pairs changed 0\n",
      "fullSet, iter: 7 i:1037, pairs changed 0\n",
      "fullSet, iter: 7 i:1038, pairs changed 0\n",
      "fullSet, iter: 7 i:1039, pairs changed 0\n",
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      "fullSet, iter: 7 i:1041, pairs changed 0\n",
      "fullSet, iter: 7 i:1042, pairs changed 0\n",
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      "fullSet, iter: 7 i:1044, pairs changed 0\n",
      "fullSet, iter: 7 i:1045, pairs changed 0\n",
      "fullSet, iter: 7 i:1046, pairs changed 0\n",
      "fullSet, iter: 7 i:1047, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1048, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1049, pairs changed 0\n",
      "fullSet, iter: 7 i:1050, pairs changed 0\n",
      "fullSet, iter: 7 i:1051, pairs changed 0\n",
      "fullSet, iter: 7 i:1052, pairs changed 0\n",
      "fullSet, iter: 7 i:1053, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1054, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1055, pairs changed 0\n",
      "fullSet, iter: 7 i:1056, pairs changed 0\n",
      "fullSet, iter: 7 i:1057, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1058, pairs changed 0\n",
      "fullSet, iter: 7 i:1059, pairs changed 0\n",
      "fullSet, iter: 7 i:1060, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1061, pairs changed 0\n",
      "fullSet, iter: 7 i:1062, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1063, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1064, pairs changed 0\n",
      "fullSet, iter: 7 i:1065, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1066, pairs changed 0\n",
      "fullSet, iter: 7 i:1067, pairs changed 0\n",
      "fullSet, iter: 7 i:1068, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1069, pairs changed 0\n",
      "fullSet, iter: 7 i:1070, pairs changed 0\n",
      "fullSet, iter: 7 i:1071, pairs changed 0\n",
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      "fullSet, iter: 7 i:1075, pairs changed 0\n",
      "fullSet, iter: 7 i:1076, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1077, pairs changed 0\n",
      "fullSet, iter: 7 i:1078, pairs changed 0\n",
      "fullSet, iter: 7 i:1079, pairs changed 0\n",
      "fullSet, iter: 7 i:1080, pairs changed 0\n",
      "fullSet, iter: 7 i:1081, pairs changed 0\n",
      "fullSet, iter: 7 i:1082, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1083, pairs changed 0\n",
      "fullSet, iter: 7 i:1084, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1085, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1086, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1087, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1088, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1089, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1090, pairs changed 0\n",
      "fullSet, iter: 7 i:1091, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1092, pairs changed 0\n",
      "fullSet, iter: 7 i:1093, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1094, pairs changed 0\n",
      "fullSet, iter: 7 i:1095, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1096, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1097, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1098, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1099, pairs changed 0\n",
      "fullSet, iter: 7 i:1100, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1101, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1102, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1103, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1104, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1105, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1106, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1107, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1108, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1109, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1110, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1111, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1112, pairs changed 0\n",
      "fullSet, iter: 7 i:1113, pairs changed 0\n",
      "fullSet, iter: 7 i:1114, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1115, pairs changed 0\n",
      "fullSet, iter: 7 i:1116, pairs changed 0\n",
      "fullSet, iter: 7 i:1117, pairs changed 0\n",
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      "fullSet, iter: 7 i:1119, pairs changed 0\n",
      "fullSet, iter: 7 i:1120, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1121, pairs changed 0\n",
      "fullSet, iter: 7 i:1122, pairs changed 0\n",
      "fullSet, iter: 7 i:1123, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1124, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1125, pairs changed 0\n",
      "fullSet, iter: 7 i:1126, pairs changed 0\n",
      "fullSet, iter: 7 i:1127, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1128, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 7 i:1129, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1130, pairs changed 0\n",
      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "fullSet, iter: 7 i:1345, pairs changed 0\n",
      "fullSet, iter: 7 i:1346, pairs changed 0\n",
      "fullSet, iter: 7 i:1347, pairs changed 0\n",
      "fullSet, iter: 7 i:1348, pairs changed 0\n",
      "fullSet, iter: 7 i:1349, pairs changed 0\n",
      "fullSet, iter: 7 i:1350, pairs changed 0\n",
      "fullSet, iter: 7 i:1351, pairs changed 0\n",
      "fullSet, iter: 7 i:1352, pairs changed 0\n",
      "fullSet, iter: 7 i:1353, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 7 i:1354, pairs changed 0\n",
      "fullSet, iter: 7 i:1355, pairs changed 0\n",
      "fullSet, iter: 7 i:1356, pairs changed 0\n",
      "fullSet, iter: 7 i:1357, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1358, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1359, pairs changed 0\n",
      "fullSet, iter: 7 i:1360, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1361, pairs changed 0\n",
      "fullSet, iter: 7 i:1362, pairs changed 0\n",
      "fullSet, iter: 7 i:1363, pairs changed 0\n",
      "fullSet, iter: 7 i:1364, pairs changed 0\n",
      "fullSet, iter: 7 i:1365, pairs changed 0\n",
      "fullSet, iter: 7 i:1366, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1367, pairs changed 0\n",
      "fullSet, iter: 7 i:1368, pairs changed 0\n",
      "fullSet, iter: 7 i:1369, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1370, pairs changed 0\n",
      "fullSet, iter: 7 i:1371, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1372, pairs changed 0\n",
      "fullSet, iter: 7 i:1373, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1374, pairs changed 0\n",
      "fullSet, iter: 7 i:1375, pairs changed 0\n",
      "fullSet, iter: 7 i:1376, pairs changed 0\n",
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      "fullSet, iter: 7 i:1378, pairs changed 0\n",
      "fullSet, iter: 7 i:1379, pairs changed 0\n",
      "fullSet, iter: 7 i:1380, pairs changed 0\n",
      "fullSet, iter: 7 i:1381, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1382, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1383, pairs changed 0\n",
      "fullSet, iter: 7 i:1384, pairs changed 0\n",
      "fullSet, iter: 7 i:1385, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1386, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1387, pairs changed 0\n",
      "fullSet, iter: 7 i:1388, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1389, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1390, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1391, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1392, pairs changed 0\n",
      "fullSet, iter: 7 i:1393, pairs changed 0\n",
      "fullSet, iter: 7 i:1394, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1395, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1396, pairs changed 0\n",
      "fullSet, iter: 7 i:1397, pairs changed 0\n",
      "fullSet, iter: 7 i:1398, pairs changed 0\n",
      "fullSet, iter: 7 i:1399, pairs changed 0\n",
      "fullSet, iter: 7 i:1400, pairs changed 0\n",
      "fullSet, iter: 7 i:1401, pairs changed 0\n",
      "fullSet, iter: 7 i:1402, pairs changed 0\n",
      "fullSet, iter: 7 i:1403, pairs changed 0\n",
      "fullSet, iter: 7 i:1404, pairs changed 0\n",
      "fullSet, iter: 7 i:1405, pairs changed 0\n",
      "fullSet, iter: 7 i:1406, pairs changed 0\n",
      "fullSet, iter: 7 i:1407, pairs changed 0\n",
      "fullSet, iter: 7 i:1408, pairs changed 0\n",
      "fullSet, iter: 7 i:1409, pairs changed 0\n",
      "fullSet, iter: 7 i:1410, pairs changed 0\n",
      "fullSet, iter: 7 i:1411, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1412, pairs changed 0\n",
      "fullSet, iter: 7 i:1413, pairs changed 0\n",
      "fullSet, iter: 7 i:1414, pairs changed 0\n",
      "fullSet, iter: 7 i:1415, pairs changed 0\n",
      "fullSet, iter: 7 i:1416, pairs changed 0\n",
      "fullSet, iter: 7 i:1417, pairs changed 0\n",
      "fullSet, iter: 7 i:1418, pairs changed 0\n",
      "fullSet, iter: 7 i:1419, pairs changed 0\n",
      "fullSet, iter: 7 i:1420, pairs changed 0\n",
      "fullSet, iter: 7 i:1421, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1422, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1423, pairs changed 0\n",
      "fullSet, iter: 7 i:1424, pairs changed 0\n",
      "fullSet, iter: 7 i:1425, pairs changed 0\n",
      "fullSet, iter: 7 i:1426, pairs changed 0\n",
      "fullSet, iter: 7 i:1427, pairs changed 0\n",
      "fullSet, iter: 7 i:1428, pairs changed 0\n",
      "fullSet, iter: 7 i:1429, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1430, pairs changed 0\n",
      "fullSet, iter: 7 i:1431, pairs changed 0\n",
      "fullSet, iter: 7 i:1432, pairs changed 0\n",
      "fullSet, iter: 7 i:1433, pairs changed 0\n",
      "fullSet, iter: 7 i:1434, pairs changed 0\n",
      "fullSet, iter: 7 i:1435, pairs changed 0\n",
      "fullSet, iter: 7 i:1436, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1437, pairs changed 0\n",
      "fullSet, iter: 7 i:1438, pairs changed 0\n",
      "fullSet, iter: 7 i:1439, pairs changed 0\n",
      "fullSet, iter: 7 i:1440, pairs changed 0\n",
      "fullSet, iter: 7 i:1441, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1442, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1443, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1444, pairs changed 0\n",
      "fullSet, iter: 7 i:1445, pairs changed 0\n",
      "fullSet, iter: 7 i:1446, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1447, pairs changed 0\n",
      "fullSet, iter: 7 i:1448, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1449, pairs changed 0\n",
      "fullSet, iter: 7 i:1450, pairs changed 0\n",
      "fullSet, iter: 7 i:1451, pairs changed 0\n",
      "fullSet, iter: 7 i:1452, pairs changed 0\n",
      "fullSet, iter: 7 i:1453, pairs changed 0\n",
      "fullSet, iter: 7 i:1454, pairs changed 0\n",
      "fullSet, iter: 7 i:1455, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1456, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1457, pairs changed 0\n",
      "fullSet, iter: 7 i:1458, pairs changed 0\n",
      "fullSet, iter: 7 i:1459, pairs changed 0\n",
      "fullSet, iter: 7 i:1460, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1461, pairs changed 0\n",
      "fullSet, iter: 7 i:1462, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1463, pairs changed 0\n",
      "fullSet, iter: 7 i:1464, pairs changed 0\n",
      "fullSet, iter: 7 i:1465, pairs changed 0\n",
      "fullSet, iter: 7 i:1466, pairs changed 0\n",
      "fullSet, iter: 7 i:1467, pairs changed 0\n",
      "fullSet, iter: 7 i:1468, pairs changed 0\n",
      "fullSet, iter: 7 i:1469, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1470, pairs changed 0\n",
      "fullSet, iter: 7 i:1471, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1472, pairs changed 0\n",
      "fullSet, iter: 7 i:1473, pairs changed 0\n",
      "fullSet, iter: 7 i:1474, pairs changed 0\n",
      "fullSet, iter: 7 i:1475, pairs changed 0\n",
      "fullSet, iter: 7 i:1476, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1477, pairs changed 0\n",
      "fullSet, iter: 7 i:1478, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1479, pairs changed 0\n",
      "fullSet, iter: 7 i:1480, pairs changed 0\n",
      "fullSet, iter: 7 i:1481, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1482, pairs changed 0\n",
      "fullSet, iter: 7 i:1483, pairs changed 0\n",
      "fullSet, iter: 7 i:1484, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1485, pairs changed 0\n",
      "fullSet, iter: 7 i:1486, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1487, pairs changed 0\n",
      "fullSet, iter: 7 i:1488, pairs changed 0\n",
      "fullSet, iter: 7 i:1489, pairs changed 0\n",
      "fullSet, iter: 7 i:1490, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1491, pairs changed 0\n",
      "fullSet, iter: 7 i:1492, pairs changed 0\n",
      "fullSet, iter: 7 i:1493, pairs changed 0\n",
      "fullSet, iter: 7 i:1494, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1495, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1496, pairs changed 0\n",
      "fullSet, iter: 7 i:1497, pairs changed 0\n",
      "fullSet, iter: 7 i:1498, pairs changed 0\n",
      "fullSet, iter: 7 i:1499, pairs changed 0\n",
      "fullSet, iter: 7 i:1500, pairs changed 0\n",
      "fullSet, iter: 7 i:1501, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1502, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1503, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1504, pairs changed 0\n",
      "fullSet, iter: 7 i:1505, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1506, pairs changed 0\n",
      "fullSet, iter: 7 i:1507, pairs changed 0\n",
      "fullSet, iter: 7 i:1508, pairs changed 0\n",
      "fullSet, iter: 7 i:1509, pairs changed 0\n",
      "fullSet, iter: 7 i:1510, pairs changed 0\n",
      "fullSet, iter: 7 i:1511, pairs changed 0\n",
      "fullSet, iter: 7 i:1512, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1513, pairs changed 0\n",
      "fullSet, iter: 7 i:1514, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1515, pairs changed 0\n",
      "fullSet, iter: 7 i:1516, pairs changed 0\n",
      "fullSet, iter: 7 i:1517, pairs changed 0\n",
      "fullSet, iter: 7 i:1518, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1519, pairs changed 0\n",
      "fullSet, iter: 7 i:1520, pairs changed 0\n",
      "fullSet, iter: 7 i:1521, pairs changed 0\n",
      "fullSet, iter: 7 i:1522, pairs changed 0\n",
      "fullSet, iter: 7 i:1523, pairs changed 0\n",
      "fullSet, iter: 7 i:1524, pairs changed 0\n",
      "fullSet, iter: 7 i:1525, pairs changed 0\n",
      "fullSet, iter: 7 i:1526, pairs changed 0\n",
      "fullSet, iter: 7 i:1527, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1528, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1529, pairs changed 0\n",
      "fullSet, iter: 7 i:1530, pairs changed 0\n",
      "fullSet, iter: 7 i:1531, pairs changed 0\n",
      "fullSet, iter: 7 i:1532, pairs changed 0\n",
      "fullSet, iter: 7 i:1533, pairs changed 0\n",
      "fullSet, iter: 7 i:1534, pairs changed 0\n",
      "fullSet, iter: 7 i:1535, pairs changed 0\n",
      "fullSet, iter: 7 i:1536, pairs changed 0\n",
      "fullSet, iter: 7 i:1537, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1538, pairs changed 0\n",
      "fullSet, iter: 7 i:1539, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1540, pairs changed 0\n",
      "fullSet, iter: 7 i:1541, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1542, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1543, pairs changed 0\n",
      "fullSet, iter: 7 i:1544, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1545, pairs changed 0\n",
      "fullSet, iter: 7 i:1546, pairs changed 0\n",
      "fullSet, iter: 7 i:1547, pairs changed 0\n",
      "fullSet, iter: 7 i:1548, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 7 i:1549, pairs changed 0\n",
      "fullSet, iter: 7 i:1550, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1551, pairs changed 0\n",
      "fullSet, iter: 7 i:1552, pairs changed 0\n",
      "fullSet, iter: 7 i:1553, pairs changed 0\n",
      "fullSet, iter: 7 i:1554, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1555, pairs changed 0\n",
      "fullSet, iter: 7 i:1556, pairs changed 0\n",
      "fullSet, iter: 7 i:1557, pairs changed 0\n",
      "fullSet, iter: 7 i:1558, pairs changed 0\n",
      "fullSet, iter: 7 i:1559, pairs changed 0\n",
      "fullSet, iter: 7 i:1560, pairs changed 0\n",
      "fullSet, iter: 7 i:1561, pairs changed 0\n",
      "fullSet, iter: 7 i:1562, pairs changed 0\n",
      "fullSet, iter: 7 i:1563, pairs changed 0\n",
      "fullSet, iter: 7 i:1564, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1565, pairs changed 0\n",
      "fullSet, iter: 7 i:1566, pairs changed 0\n",
      "fullSet, iter: 7 i:1567, pairs changed 0\n",
      "fullSet, iter: 7 i:1568, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1569, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1570, pairs changed 0\n",
      "fullSet, iter: 7 i:1571, pairs changed 0\n",
      "fullSet, iter: 7 i:1572, pairs changed 0\n",
      "fullSet, iter: 7 i:1573, pairs changed 0\n",
      "fullSet, iter: 7 i:1574, pairs changed 0\n",
      "fullSet, iter: 7 i:1575, pairs changed 0\n",
      "fullSet, iter: 7 i:1576, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1577, pairs changed 0\n",
      "fullSet, iter: 7 i:1578, pairs changed 0\n",
      "fullSet, iter: 7 i:1579, pairs changed 0\n",
      "fullSet, iter: 7 i:1580, pairs changed 0\n",
      "fullSet, iter: 7 i:1581, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1582, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1583, pairs changed 0\n",
      "fullSet, iter: 7 i:1584, pairs changed 0\n",
      "fullSet, iter: 7 i:1585, pairs changed 0\n",
      "fullSet, iter: 7 i:1586, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1587, pairs changed 0\n",
      "fullSet, iter: 7 i:1588, pairs changed 0\n",
      "fullSet, iter: 7 i:1589, pairs changed 0\n",
      "fullSet, iter: 7 i:1590, pairs changed 0\n",
      "fullSet, iter: 7 i:1591, pairs changed 0\n",
      "fullSet, iter: 7 i:1592, pairs changed 0\n",
      "fullSet, iter: 7 i:1593, pairs changed 0\n",
      "fullSet, iter: 7 i:1594, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1595, pairs changed 0\n",
      "fullSet, iter: 7 i:1596, pairs changed 0\n",
      "fullSet, iter: 7 i:1597, pairs changed 0\n",
      "fullSet, iter: 7 i:1598, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1599, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1600, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1601, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1602, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1603, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1604, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1605, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1606, pairs changed 0\n",
      "fullSet, iter: 7 i:1607, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1608, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1609, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1610, pairs changed 0\n",
      "fullSet, iter: 7 i:1611, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1612, pairs changed 0\n",
      "fullSet, iter: 7 i:1613, pairs changed 0\n",
      "fullSet, iter: 7 i:1614, pairs changed 0\n",
      "fullSet, iter: 7 i:1615, pairs changed 0\n",
      "fullSet, iter: 7 i:1616, pairs changed 0\n",
      "fullSet, iter: 7 i:1617, pairs changed 0\n",
      "fullSet, iter: 7 i:1618, pairs changed 0\n",
      "fullSet, iter: 7 i:1619, pairs changed 0\n",
      "fullSet, iter: 7 i:1620, pairs changed 0\n",
      "fullSet, iter: 7 i:1621, pairs changed 0\n",
      "fullSet, iter: 7 i:1622, pairs changed 0\n",
      "fullSet, iter: 7 i:1623, pairs changed 0\n",
      "fullSet, iter: 7 i:1624, pairs changed 0\n",
      "fullSet, iter: 7 i:1625, pairs changed 0\n",
      "fullSet, iter: 7 i:1626, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1627, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1628, pairs changed 0\n",
      "fullSet, iter: 7 i:1629, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1630, pairs changed 0\n",
      "fullSet, iter: 7 i:1631, pairs changed 0\n",
      "fullSet, iter: 7 i:1632, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1633, pairs changed 0\n",
      "fullSet, iter: 7 i:1634, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1635, pairs changed 0\n",
      "fullSet, iter: 7 i:1636, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1637, pairs changed 0\n",
      "fullSet, iter: 7 i:1638, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1639, pairs changed 0\n",
      "fullSet, iter: 7 i:1640, pairs changed 0\n",
      "fullSet, iter: 7 i:1641, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1642, pairs changed 0\n",
      "fullSet, iter: 7 i:1643, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1644, pairs changed 0\n",
      "fullSet, iter: 7 i:1645, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1646, pairs changed 0\n",
      "fullSet, iter: 7 i:1647, pairs changed 0\n",
      "fullSet, iter: 7 i:1648, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1649, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1650, pairs changed 0\n",
      "fullSet, iter: 7 i:1651, pairs changed 0\n",
      "fullSet, iter: 7 i:1652, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1653, pairs changed 0\n",
      "fullSet, iter: 7 i:1654, pairs changed 0\n",
      "fullSet, iter: 7 i:1655, pairs changed 0\n",
      "fullSet, iter: 7 i:1656, pairs changed 0\n",
      "fullSet, iter: 7 i:1657, pairs changed 0\n",
      "fullSet, iter: 7 i:1658, pairs changed 0\n",
      "fullSet, iter: 7 i:1659, pairs changed 0\n",
      "fullSet, iter: 7 i:1660, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1661, pairs changed 0\n",
      "fullSet, iter: 7 i:1662, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1663, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1664, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1665, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1666, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1667, pairs changed 0\n",
      "fullSet, iter: 7 i:1668, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1669, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1670, pairs changed 0\n",
      "fullSet, iter: 7 i:1671, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1672, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1673, pairs changed 0\n",
      "fullSet, iter: 7 i:1674, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1675, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1676, pairs changed 0\n",
      "fullSet, iter: 7 i:1677, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1678, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1679, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1680, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1681, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1682, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1683, pairs changed 0\n",
      "fullSet, iter: 7 i:1684, pairs changed 0\n",
      "fullSet, iter: 7 i:1685, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1686, pairs changed 0\n",
      "fullSet, iter: 7 i:1687, pairs changed 0\n",
      "fullSet, iter: 7 i:1688, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1689, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1690, pairs changed 0\n",
      "fullSet, iter: 7 i:1691, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1692, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1693, pairs changed 0\n",
      "fullSet, iter: 7 i:1694, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1695, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1696, pairs changed 0\n",
      "fullSet, iter: 7 i:1697, pairs changed 0\n",
      "fullSet, iter: 7 i:1698, pairs changed 0\n",
      "fullSet, iter: 7 i:1699, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1700, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1701, pairs changed 0\n",
      "fullSet, iter: 7 i:1702, pairs changed 0\n",
      "fullSet, iter: 7 i:1703, pairs changed 0\n",
      "fullSet, iter: 7 i:1704, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1705, pairs changed 0\n",
      "fullSet, iter: 7 i:1706, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1707, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1708, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1709, pairs changed 0\n",
      "fullSet, iter: 7 i:1710, pairs changed 0\n",
      "fullSet, iter: 7 i:1711, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1712, pairs changed 0\n",
      "fullSet, iter: 7 i:1713, pairs changed 0\n",
      "fullSet, iter: 7 i:1714, pairs changed 0\n",
      "fullSet, iter: 7 i:1715, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1716, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1717, pairs changed 0\n",
      "fullSet, iter: 7 i:1718, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1719, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1720, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1721, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1722, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1723, pairs changed 0\n",
      "fullSet, iter: 7 i:1724, pairs changed 0\n",
      "fullSet, iter: 7 i:1725, pairs changed 0\n",
      "fullSet, iter: 7 i:1726, pairs changed 0\n",
      "fullSet, iter: 7 i:1727, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1728, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1729, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1730, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1731, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1732, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1733, pairs changed 0\n",
      "fullSet, iter: 7 i:1734, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1735, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "fullSet, iter: 7 i:1736, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1737, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1738, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1739, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1740, pairs changed 0\n",
      "fullSet, iter: 7 i:1741, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1742, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1743, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1744, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1745, pairs changed 0\n",
      "fullSet, iter: 7 i:1746, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1747, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1748, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1749, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1750, pairs changed 0\n",
      "fullSet, iter: 7 i:1751, pairs changed 0\n",
      "fullSet, iter: 7 i:1752, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1753, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1754, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1755, pairs changed 0\n",
      "fullSet, iter: 7 i:1756, pairs changed 0\n",
      "fullSet, iter: 7 i:1757, pairs changed 0\n",
      "fullSet, iter: 7 i:1758, pairs changed 0\n",
      "fullSet, iter: 7 i:1759, pairs changed 0\n",
      "fullSet, iter: 7 i:1760, pairs changed 0\n",
      "fullSet, iter: 7 i:1761, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1762, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1763, pairs changed 0\n",
      "fullSet, iter: 7 i:1764, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1765, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1766, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1767, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1768, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1769, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1770, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1771, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1772, pairs changed 0\n",
      "fullSet, iter: 7 i:1773, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1774, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1775, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1776, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1777, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1778, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1779, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 7 i:1780, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1781, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1782, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1783, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1784, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1785, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1786, pairs changed 0\n",
      "fullSet, iter: 7 i:1787, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1788, pairs changed 0\n",
      "fullSet, iter: 7 i:1789, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1790, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1791, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1792, pairs changed 0\n",
      "fullSet, iter: 7 i:1793, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1794, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1795, pairs changed 0\n",
      "fullSet, iter: 7 i:1796, pairs changed 0\n",
      "fullSet, iter: 7 i:1797, pairs changed 0\n",
      "fullSet, iter: 7 i:1798, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1799, pairs changed 0\n",
      "fullSet, iter: 7 i:1800, pairs changed 0\n",
      "fullSet, iter: 7 i:1801, pairs changed 0\n",
      "fullSet, iter: 7 i:1802, pairs changed 0\n",
      "fullSet, iter: 7 i:1803, pairs changed 0\n",
      "fullSet, iter: 7 i:1804, pairs changed 0\n",
      "fullSet, iter: 7 i:1805, pairs changed 0\n",
      "fullSet, iter: 7 i:1806, pairs changed 0\n",
      "fullSet, iter: 7 i:1807, pairs changed 0\n",
      "fullSet, iter: 7 i:1808, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1809, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1810, pairs changed 0\n",
      "fullSet, iter: 7 i:1811, pairs changed 0\n",
      "fullSet, iter: 7 i:1812, pairs changed 0\n",
      "fullSet, iter: 7 i:1813, pairs changed 0\n",
      "fullSet, iter: 7 i:1814, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1815, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1816, pairs changed 0\n",
      "fullSet, iter: 7 i:1817, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1818, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1819, pairs changed 0\n",
      "fullSet, iter: 7 i:1820, pairs changed 0\n",
      "fullSet, iter: 7 i:1821, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1822, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1823, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1824, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1825, pairs changed 0\n",
      "fullSet, iter: 7 i:1826, pairs changed 0\n",
      "fullSet, iter: 7 i:1827, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1828, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1829, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1830, pairs changed 0\n",
      "fullSet, iter: 7 i:1831, pairs changed 0\n",
      "fullSet, iter: 7 i:1832, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1833, pairs changed 0\n",
      "fullSet, iter: 7 i:1834, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1835, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1836, pairs changed 0\n",
      "fullSet, iter: 7 i:1837, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1838, pairs changed 0\n",
      "fullSet, iter: 7 i:1839, pairs changed 0\n",
      "fullSet, iter: 7 i:1840, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1841, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1842, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1843, pairs changed 0\n",
      "fullSet, iter: 7 i:1844, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1845, pairs changed 0\n",
      "fullSet, iter: 7 i:1846, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1847, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1848, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1849, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1850, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1851, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1852, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1853, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1854, pairs changed 0\n",
      "fullSet, iter: 7 i:1855, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1856, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1857, pairs changed 0\n",
      "fullSet, iter: 7 i:1858, pairs changed 0\n",
      "fullSet, iter: 7 i:1859, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1860, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1861, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1862, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1863, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1864, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1865, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1866, pairs changed 0\n",
      "fullSet, iter: 7 i:1867, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1868, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1869, pairs changed 0\n",
      "fullSet, iter: 7 i:1870, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1871, pairs changed 0\n",
      "fullSet, iter: 7 i:1872, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1873, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1874, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1875, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1876, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1877, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1878, pairs changed 0\n",
      "fullSet, iter: 7 i:1879, pairs changed 0\n",
      "fullSet, iter: 7 i:1880, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1881, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1882, pairs changed 0\n",
      "fullSet, iter: 7 i:1883, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1884, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1885, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1886, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1887, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1888, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "fullSet, iter: 7 i:1889, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1890, pairs changed 0\n",
      "fullSet, iter: 7 i:1891, pairs changed 0\n",
      "fullSet, iter: 7 i:1892, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1893, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1894, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1895, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1896, pairs changed 0\n",
      "fullSet, iter: 7 i:1897, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1898, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1899, pairs changed 0\n",
      "fullSet, iter: 7 i:1900, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1901, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1902, pairs changed 0\n",
      "fullSet, iter: 7 i:1903, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1904, pairs changed 0\n",
      "fullSet, iter: 7 i:1905, pairs changed 0\n",
      "fullSet, iter: 7 i:1906, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1907, pairs changed 0\n",
      "fullSet, iter: 7 i:1908, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1909, pairs changed 0\n",
      "fullSet, iter: 7 i:1910, pairs changed 0\n",
      "fullSet, iter: 7 i:1911, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1912, pairs changed 0\n",
      "fullSet, iter: 7 i:1913, pairs changed 0\n",
      "fullSet, iter: 7 i:1914, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1915, pairs changed 0\n",
      "fullSet, iter: 7 i:1916, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1917, pairs changed 0\n",
      "fullSet, iter: 7 i:1918, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1919, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1920, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1921, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1922, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1923, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1924, pairs changed 0\n",
      "fullSet, iter: 7 i:1925, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1926, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1927, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1928, pairs changed 0\n",
      "fullSet, iter: 7 i:1929, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1930, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1931, pairs changed 0\n",
      "fullSet, iter: 7 i:1932, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 7 i:1933, pairs changed 0\n",
      "iteration number: 8\n",
      "there are 157 Suppoer Vector \n",
      "the training eror rate is:0.000000\n",
      "the test eror rate is:0.012685\n"
     ]
    }
   ],
   "source": [
    "testDigits(('rbf',20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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